{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "tracked-amazon",
   "metadata": {},
   "source": [
    "# 准备工作 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "mediterranean-frederick",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from lxml.html import fromstring\n",
    "import time\n",
    "from random import random\n",
    "from requests_html import HTMLSession"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "increasing-fluid",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-30-364a98aa385f>:10: DeprecationWarning: use options instead of chrome_options\n",
      "  driver = webdriver.Chrome( chrome_options = opts) #desired_capabilities=caps,\n"
     ]
    }
   ],
   "source": [
    "from selenium import webdriver\n",
    "from selenium.webdriver.common.desired_capabilities import DesiredCapabilities\n",
    "\n",
    "opts = webdriver.ChromeOptions()\n",
    "opts.add_argument('--no-sandbox')#解决DevToolsActivePort文件不存在的报错\n",
    "opts.add_argument('window-size=1920x3000') #指定浏览器分辨率\n",
    "opts.add_argument('--disable-gpu') #谷歌文档提到需要加上一这个属性来规避bug\n",
    "opts.add_argument('--hide-scrollbars') #隐藏滚动条, 应对些特殊页面\n",
    "\n",
    "driver = webdriver.Chrome( chrome_options = opts) #desired_capabilities=caps,"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "disciplinary-crazy",
   "metadata": {},
   "source": [
    "# 打开知网"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "cosmetic-forwarding",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 进入知网\n",
    "driver.get(\"https://www.cnki.net/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "passive-trace",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 点击IP登录\n",
    "# driver.find_element_by_xpath('/html/body/div[1]/div[1]/div/div/div/div[1]/div/div/div[4]/a').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "sweet-pillow",
   "metadata": {},
   "outputs": [],
   "source": [
    "# driver.find_element_by_xpath('/html/body/form/div[4]/div/div/div[9]/a[2]').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "fluid-commissioner",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "''"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 检查登陆状况，由于在校外登录所以没有显示\n",
    "element = driver.find_element_by_id('Ecp_loginShowName1')\n",
    "element.get_attribute('innerHTML')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "mathematical-bridal",
   "metadata": {},
   "source": [
    "# 高级检索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "written-windows",
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.find_element_by_id('highSearch').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "greenhouse-adult",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'CDwindow-BE8D5AD5C5157F8B040DBBCE570E9D7A'"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 当前窗口id\n",
    "driver.current_window_handle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "joint-onion",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['CDwindow-BE8D5AD5C5157F8B040DBBCE570E9D7A',\n",
       " 'CDwindow-71130A7E40C92D1EA7F2F41D8FC05DCA']"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 所有窗口id\n",
    "driver.window_handles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "eligible-retirement",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-38-6c6d5ce6602d>:1: DeprecationWarning: use driver.switch_to.window instead\n",
      "  driver.switch_to_window(driver.window_handles[1])\n"
     ]
    }
   ],
   "source": [
    "driver.switch_to_window(driver.window_handles[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "technical-portal",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 选择学术期刊\n",
    "driver.find_element_by_xpath('//li[@data-id=\"xsqk\"]').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "dependent-cathedral",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 点击专业检索\n",
    "driver.find_element_by_name('majorSearch').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "threaded-chrome",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置query\n",
    "query = 'SU = \"机器\" AND  CO = \"人工\"'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "aging-drinking",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 输入关键词\n",
    "element = driver.find_element_by_xpath('//textarea')\n",
    "element.clear()\n",
    "element.send_keys(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "acute-moldova",
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath ('//input[@key=\"SI\"]').click()\n",
    "element = driver.find_element_by_xpath ('//input[@key=\"EI\"]').click()\n",
    "element = driver.find_element_by_xpath ('//input[@key=\"HX\"]').click()\n",
    "element = driver.find_element_by_xpath ('//input[@key=\"CSI\"]').click()\n",
    "element = driver.find_element_by_xpath ('//input[@key=\"CSD\"]').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "modern-huntington",
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.find_element_by_xpath('//input[@value=\"检索\"]').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "union-bankruptcy",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 更换每页文章数量（20->50）\n",
    "element = driver.find_element_by_id('perPageDiv')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "psychological-thumbnail",
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath('//li[@data-val=\"50\"]/a')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sorted-metro",
   "metadata": {},
   "source": [
    "# 抓取相关重要信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "biblical-dryer",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>篇名</th>\n",
       "      <th>作者</th>\n",
       "      <th>刊名</th>\n",
       "      <th>发表时间</th>\n",
       "      <th>被引</th>\n",
       "      <th>下载</th>\n",
       "      <th>操作</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>机器学习在奶牛临床疾病预测中的应用</td>\n",
       "      <td>冯妍; 高志天; 郑炜缤; 杨仲涛; 董强</td>\n",
       "      <td>动物医学进展</td>\n",
       "      <td>2021-06-18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>基于人工智能的内容安全发展战略研究</td>\n",
       "      <td>朱世强; 王永恒</td>\n",
       "      <td>中国工程科学</td>\n",
       "      <td>2021-06-15 16:22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>185</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>基于机器学习的农用飞行器路径规划系统设计</td>\n",
       "      <td>赵海发</td>\n",
       "      <td>农机化研究</td>\n",
       "      <td>2021-06-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>基于机器学习的因果推断方法研究进展</td>\n",
       "      <td>李超; 求文星</td>\n",
       "      <td>统计与决策</td>\n",
       "      <td>2021-06-04 11:09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>401</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>人工智能法律系统推理的方法论审思</td>\n",
       "      <td>周世中; 吕桐弢</td>\n",
       "      <td>湖南社会科学</td>\n",
       "      <td>2021-05-28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>厂商运用大数据和人工智能的经济学分析</td>\n",
       "      <td>何大安</td>\n",
       "      <td>上海师范大学学报(哲学社会科学版)</td>\n",
       "      <td>2021-05-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>395</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>街景影像——基于人工智能的方法与应用</td>\n",
       "      <td>张帆; 刘瑜</td>\n",
       "      <td>遥感学报</td>\n",
       "      <td>2021-05-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>220</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>论电影作为技术的意义</td>\n",
       "      <td>温岑茨·赫迪格</td>\n",
       "      <td>上海师范大学学报(哲学社会科学版)</td>\n",
       "      <td>2021-05-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>102</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>人工智能时代机器辅助教学:能力向度及发展进路</td>\n",
       "      <td>刘智; 孔玺; 王泰; 刘三女牙; 粟柱</td>\n",
       "      <td>开放教育研究</td>\n",
       "      <td>2021-05-24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>366</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>人工智能在图书馆特藏文献资源建设中的应用</td>\n",
       "      <td>解登峰; 李靓; 宋相濡</td>\n",
       "      <td>新世纪图书馆</td>\n",
       "      <td>2021-05-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>人工智能对养老服务法律制度的挑战及其完善路径</td>\n",
       "      <td>苏炜杰; 徐智华</td>\n",
       "      <td>宁夏社会科学</td>\n",
       "      <td>2021-05-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>392</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>城乡规划管理与政策</td>\n",
       "      <td>赵蔚</td>\n",
       "      <td>城市规划学刊</td>\n",
       "      <td>2021-05-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>人工智能时代无产阶级的历史使命——对赫拉利“无用阶级”理论的批判</td>\n",
       "      <td>燕连福; 赵莹; 程诚</td>\n",
       "      <td>浙江社会科学</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>154</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>中国数字经济现状及未来发展</td>\n",
       "      <td>何大安</td>\n",
       "      <td>治理研究</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>904</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>人机融合智能：一种新型智能网络和可能的信息交互媒介</td>\n",
       "      <td>李华; 范以锦</td>\n",
       "      <td>当代传播</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>211</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>新一代人工智能计算模型的创新及其哲学意义</td>\n",
       "      <td>张寅生</td>\n",
       "      <td>学术界</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>文艺批评：人工智能及其挑战</td>\n",
       "      <td>刘建平</td>\n",
       "      <td>学术界</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>司法人工智能融入司法改革的难题与路径</td>\n",
       "      <td>魏斌</td>\n",
       "      <td>现代法学</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>389</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>人工智能在无人机系统中的应用与发展研究</td>\n",
       "      <td>辛昕; 谢川</td>\n",
       "      <td>飞航导弹</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>177</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>克莱默尔论媒介：从病毒、感知到人工智能</td>\n",
       "      <td>曾国华; 毛万熙</td>\n",
       "      <td>国际新闻界</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>人工智能深度介入消费金融：动因、风险及防控</td>\n",
       "      <td>程雪军</td>\n",
       "      <td>深圳大学学报(人文社会科学版)</td>\n",
       "      <td>2021-05-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>591</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>前言</td>\n",
       "      <td>张玉清;程学旗;李晖;陈恺;杨珉</td>\n",
       "      <td>计算机研究与发展</td>\n",
       "      <td>2021-05-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Windows平台恶意软件智能检测综述</td>\n",
       "      <td>汪嘉来; 张超; 戚旭衍; 荣易</td>\n",
       "      <td>计算机研究与发展</td>\n",
       "      <td>2021-05-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>192</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>教育测评和学习领域的人工智能技术评估</td>\n",
       "      <td>席小明</td>\n",
       "      <td>中国考试</td>\n",
       "      <td>2021-05-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>185</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>人工智能时代教育的转向、价值样态及难点</td>\n",
       "      <td>张欣; 陈新忠</td>\n",
       "      <td>电化教育研究</td>\n",
       "      <td>2021-05-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>400</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>机器智能生产：媒介智能融合的溯源、特征与伦理挑战</td>\n",
       "      <td>刘霞</td>\n",
       "      <td>中国广播电视学刊</td>\n",
       "      <td>2021-05-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>210</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>数字人文中的文学话语研究——理论和方法</td>\n",
       "      <td>秦洪武</td>\n",
       "      <td>中国外语</td>\n",
       "      <td>2021-05-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>人工道德能动性的三种反驳进路及其价值</td>\n",
       "      <td>王淑庆</td>\n",
       "      <td>哲学研究</td>\n",
       "      <td>2021-04-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>167</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>智能技术时代的教学理论发展</td>\n",
       "      <td>罗生全</td>\n",
       "      <td>教育研究与实验</td>\n",
       "      <td>2021-04-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>111</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>计算方法在数字新闻学中的应用：现状、反思与前景</td>\n",
       "      <td>黄文森</td>\n",
       "      <td>新闻界</td>\n",
       "      <td>2021-04-19 17:23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>人工智能技术在城市灾害风险管理中的应用与探索</td>\n",
       "      <td>鲁钰雯; 翟国方</td>\n",
       "      <td>国际城市规划</td>\n",
       "      <td>2021-04-19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>391</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>处理人工智能应用的高性能计算机的架构和评测</td>\n",
       "      <td>郑纬民</td>\n",
       "      <td>重庆邮电大学学报(自然科学版)</td>\n",
       "      <td>2021-04-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>算法时代的情感与文学——由AI诗歌的AI分析谈起</td>\n",
       "      <td>朱军; 李亦婷</td>\n",
       "      <td>人文杂志</td>\n",
       "      <td>2021-04-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>149</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>人工智能在测井地层评价中的应用现状及前景</td>\n",
       "      <td>李宁;徐彬森;武宏亮;冯周;李雨生</td>\n",
       "      <td>石油学报</td>\n",
       "      <td>2021-04-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>313</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>学习绩效预测模型构建:源于学习行为大数据分析</td>\n",
       "      <td>胡航; 杜爽; 梁佳柔; 康忠琳</td>\n",
       "      <td>中国远程教育</td>\n",
       "      <td>2021-04-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>586</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>基于激励理论的人工智能发明人身份探究</td>\n",
       "      <td>曹新明; 马子斌</td>\n",
       "      <td>科技与法律(中英文)</td>\n",
       "      <td>2021-04-12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>人工道德智能体何以可行——基于对价值敏感性设计的审视</td>\n",
       "      <td>张浩鹏; 夏保华</td>\n",
       "      <td>自然辩证法研究</td>\n",
       "      <td>2021-04-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>145</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>数学地球科学跨越发展的十年：大数据、人工智能算法正在改变地质学</td>\n",
       "      <td>周永章;左仁广;刘刚;袁峰;毛先成</td>\n",
       "      <td>矿物岩石地球化学通报</td>\n",
       "      <td>2021-04-07 11:49</td>\n",
       "      <td>NaN</td>\n",
       "      <td>483</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>智能需求获取与建模研究综述</td>\n",
       "      <td>汪烨; 陈骏武; 夏鑫; 姜波</td>\n",
       "      <td>计算机研究与发展</td>\n",
       "      <td>2021-04-06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>331</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>人工智能的认识论效应</td>\n",
       "      <td>肖峰</td>\n",
       "      <td>大连理工大学学报(社会科学版)</td>\n",
       "      <td>2021-04-01 15:31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>279</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>智能教育应用的人机双向反馈：机理、模型与实施原则</td>\n",
       "      <td>董艳; 李心怡; 郑娅峰; 翟雪松</td>\n",
       "      <td>开放教育研究</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>1.0</td>\n",
       "      <td>343</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>教育领域技术原始创新的历史、逻辑与未来——兼论人工智能的教育意蕴</td>\n",
       "      <td>周子荷</td>\n",
       "      <td>开放教育研究</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>319</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>综合语义技术与LSTM神经网络的主观题自适应评卷方法</td>\n",
       "      <td>徐庆婷; 张兰芳; 朱新华</td>\n",
       "      <td>广西师范大学学报(自然科学版)</td>\n",
       "      <td>2021-03-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>神经网络、深度学习与自然语言处理</td>\n",
       "      <td>冯志伟</td>\n",
       "      <td>上海师范大学学报(哲学社会科学版)</td>\n",
       "      <td>2021-03-25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>686</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>关于人工智能认知限定与限度的多重思考——基于马克思主义认识论的分析视角</td>\n",
       "      <td>刘宇</td>\n",
       "      <td>广西社会科学</td>\n",
       "      <td>2021-03-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>379</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>像素级语义理解:从分类到回归</td>\n",
       "      <td>李学龙; 赵致远</td>\n",
       "      <td>中国科学:信息科学</td>\n",
       "      <td>2021-03-24 10:18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>149</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>基于机器学习的人工智能技术专利数据集构建新策略</td>\n",
       "      <td>陈悦; 宋凯; 刘安蓉; 曹晓阳</td>\n",
       "      <td>情报学报</td>\n",
       "      <td>2021-03-24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>161</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>唯物史观论域下人工智能的伦理问题思考与合伦理设计</td>\n",
       "      <td>田鹏颖; 周鑫</td>\n",
       "      <td>宁夏社会科学</td>\n",
       "      <td>2021-03-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>350</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>人工智能的时间感知——从“程序时间”过渡到“感受时间”的可能性</td>\n",
       "      <td>陈群志</td>\n",
       "      <td>自然辩证法研究</td>\n",
       "      <td>2021-03-17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>187</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>人工智能算法在铁道车辆动力学仿真中的应用进展</td>\n",
       "      <td>唐兆;董少迪;罗仁;蒋涛;邓锐</td>\n",
       "      <td>交通运输工程学报</td>\n",
       "      <td>2021-03-16 11:06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>267</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0                                   篇名                     作者  \\\n",
       "0            1                    机器学习在奶牛临床疾病预测中的应用  冯妍; 高志天; 郑炜缤; 杨仲涛; 董强   \n",
       "1            2                    基于人工智能的内容安全发展战略研究               朱世强; 王永恒   \n",
       "2            3                 基于机器学习的农用飞行器路径规划系统设计                    赵海发   \n",
       "3            4                    基于机器学习的因果推断方法研究进展                李超; 求文星   \n",
       "4            5                     人工智能法律系统推理的方法论审思               周世中; 吕桐弢   \n",
       "5            6                   厂商运用大数据和人工智能的经济学分析                    何大安   \n",
       "6            7                   街景影像——基于人工智能的方法与应用                 张帆; 刘瑜   \n",
       "7            8                           论电影作为技术的意义                温岑茨·赫迪格   \n",
       "8            9               人工智能时代机器辅助教学:能力向度及发展进路   刘智; 孔玺; 王泰; 刘三女牙; 粟柱   \n",
       "9           10                 人工智能在图书馆特藏文献资源建设中的应用           解登峰; 李靓; 宋相濡   \n",
       "10          11               人工智能对养老服务法律制度的挑战及其完善路径               苏炜杰; 徐智华   \n",
       "11          12                            城乡规划管理与政策                     赵蔚   \n",
       "12          13     人工智能时代无产阶级的历史使命——对赫拉利“无用阶级”理论的批判            燕连福; 赵莹; 程诚   \n",
       "13          14                        中国数字经济现状及未来发展                    何大安   \n",
       "14          15            人机融合智能：一种新型智能网络和可能的信息交互媒介                李华; 范以锦   \n",
       "15          16                 新一代人工智能计算模型的创新及其哲学意义                    张寅生   \n",
       "16          17                        文艺批评：人工智能及其挑战                    刘建平   \n",
       "17          18                   司法人工智能融入司法改革的难题与路径                     魏斌   \n",
       "18          19                  人工智能在无人机系统中的应用与发展研究                 辛昕; 谢川   \n",
       "19          20                  克莱默尔论媒介：从病毒、感知到人工智能               曾国华; 毛万熙   \n",
       "20          21                人工智能深度介入消费金融：动因、风险及防控                    程雪军   \n",
       "21          22                                   前言       张玉清;程学旗;李晖;陈恺;杨珉   \n",
       "22          23                  Windows平台恶意软件智能检测综述       汪嘉来; 张超; 戚旭衍; 荣易   \n",
       "23          24                   教育测评和学习领域的人工智能技术评估                    席小明   \n",
       "24          25                  人工智能时代教育的转向、价值样态及难点                张欣; 陈新忠   \n",
       "25          26             机器智能生产：媒介智能融合的溯源、特征与伦理挑战                     刘霞   \n",
       "26          27                  数字人文中的文学话语研究——理论和方法                    秦洪武   \n",
       "27          28                   人工道德能动性的三种反驳进路及其价值                    王淑庆   \n",
       "28          29                        智能技术时代的教学理论发展                    罗生全   \n",
       "29          30              计算方法在数字新闻学中的应用：现状、反思与前景                    黄文森   \n",
       "30          31               人工智能技术在城市灾害风险管理中的应用与探索               鲁钰雯; 翟国方   \n",
       "31          32                处理人工智能应用的高性能计算机的架构和评测                    郑纬民   \n",
       "32          33             算法时代的情感与文学——由AI诗歌的AI分析谈起                朱军; 李亦婷   \n",
       "33          34                 人工智能在测井地层评价中的应用现状及前景      李宁;徐彬森;武宏亮;冯周;李雨生   \n",
       "34          35               学习绩效预测模型构建:源于学习行为大数据分析       胡航; 杜爽; 梁佳柔; 康忠琳   \n",
       "35          36                   基于激励理论的人工智能发明人身份探究               曹新明; 马子斌   \n",
       "36          37           人工道德智能体何以可行——基于对价值敏感性设计的审视               张浩鹏; 夏保华   \n",
       "37          38      数学地球科学跨越发展的十年：大数据、人工智能算法正在改变地质学      周永章;左仁广;刘刚;袁峰;毛先成   \n",
       "38          39                        智能需求获取与建模研究综述        汪烨; 陈骏武; 夏鑫; 姜波   \n",
       "39          40                           人工智能的认识论效应                     肖峰   \n",
       "40          41             智能教育应用的人机双向反馈：机理、模型与实施原则      董艳; 李心怡; 郑娅峰; 翟雪松   \n",
       "41          42     教育领域技术原始创新的历史、逻辑与未来——兼论人工智能的教育意蕴                    周子荷   \n",
       "42          43           综合语义技术与LSTM神经网络的主观题自适应评卷方法          徐庆婷; 张兰芳; 朱新华   \n",
       "43          44                     神经网络、深度学习与自然语言处理                    冯志伟   \n",
       "44          45  关于人工智能认知限定与限度的多重思考——基于马克思主义认识论的分析视角                     刘宇   \n",
       "45          46                       像素级语义理解:从分类到回归               李学龙; 赵致远   \n",
       "46          47              基于机器学习的人工智能技术专利数据集构建新策略       陈悦; 宋凯; 刘安蓉; 曹晓阳   \n",
       "47          48             唯物史观论域下人工智能的伦理问题思考与合伦理设计                田鹏颖; 周鑫   \n",
       "48          49      人工智能的时间感知——从“程序时间”过渡到“感受时间”的可能性                    陈群志   \n",
       "49          50               人工智能算法在铁道车辆动力学仿真中的应用进展        唐兆;董少迪;罗仁;蒋涛;邓锐   \n",
       "\n",
       "                   刊名              发表时间   被引   下载  操作  \n",
       "0              动物医学进展        2021-06-18  NaN   59  下载  \n",
       "1              中国工程科学  2021-06-15 16:22  NaN  185  下载  \n",
       "2               农机化研究        2021-06-15  NaN   90  下载  \n",
       "3               统计与决策  2021-06-04 11:09  NaN  401  下载  \n",
       "4              湖南社会科学        2021-05-28  NaN   69  下载  \n",
       "5   上海师范大学学报(哲学社会科学版)        2021-05-25  NaN  395  下载  \n",
       "6                遥感学报        2021-05-25  NaN  220  下载  \n",
       "7   上海师范大学学报(哲学社会科学版)        2021-05-25  NaN  102  下载  \n",
       "8              开放教育研究        2021-05-24  NaN  366  下载  \n",
       "9              新世纪图书馆        2021-05-20  NaN  135  下载  \n",
       "10             宁夏社会科学        2021-05-20  NaN  392  下载  \n",
       "11             城市规划学刊        2021-05-20  NaN   39  下载  \n",
       "12             浙江社会科学        2021-05-15  NaN  154  下载  \n",
       "13               治理研究        2021-05-15  NaN  904  下载  \n",
       "14               当代传播        2021-05-15  NaN  211  下载  \n",
       "15                学术界        2021-05-15  NaN   68  下载  \n",
       "16                学术界        2021-05-15  NaN   89  下载  \n",
       "17               现代法学        2021-05-15  NaN  389  下载  \n",
       "18               飞航导弹        2021-05-15  NaN  177  下载  \n",
       "19              国际新闻界        2021-05-15  NaN   23  下载  \n",
       "20    深圳大学学报(人文社会科学版)        2021-05-14  NaN  591  下载  \n",
       "21           计算机研究与发展        2021-05-14  NaN  105  下载  \n",
       "22           计算机研究与发展        2021-05-14  NaN  192  下载  \n",
       "23               中国考试        2021-05-07  NaN  185  下载  \n",
       "24             电化教育研究        2021-05-01  NaN  400  下载  \n",
       "25           中国广播电视学刊        2021-05-01  NaN  210  下载  \n",
       "26               中国外语        2021-05-01  NaN   58  下载  \n",
       "27               哲学研究        2021-04-25  NaN  167  下载  \n",
       "28            教育研究与实验        2021-04-20  NaN  111  下载  \n",
       "29                新闻界  2021-04-19 17:23  NaN  105  下载  \n",
       "30             国际城市规划        2021-04-19  NaN  391  下载  \n",
       "31    重庆邮电大学学报(自然科学版)        2021-04-15  NaN   74  下载  \n",
       "32               人文杂志        2021-04-15  NaN  149  下载  \n",
       "33               石油学报        2021-04-15  NaN  313  下载  \n",
       "34             中国远程教育        2021-04-13  NaN  586  下载  \n",
       "35         科技与法律(中英文)        2021-04-12  NaN  122  下载  \n",
       "36            自然辩证法研究        2021-04-09  NaN  145  下载  \n",
       "37         矿物岩石地球化学通报  2021-04-07 11:49  NaN  483  下载  \n",
       "38           计算机研究与发展        2021-04-06  NaN  331  下载  \n",
       "39    大连理工大学学报(社会科学版)  2021-04-01 15:31  NaN  279  下载  \n",
       "40             开放教育研究        2021-04-01  1.0  343  下载  \n",
       "41             开放教育研究        2021-04-01  NaN  319  下载  \n",
       "42    广西师范大学学报(自然科学版)        2021-03-25  NaN   30  下载  \n",
       "43  上海师范大学学报(哲学社会科学版)        2021-03-25  1.0  686  下载  \n",
       "44             广西社会科学        2021-03-25  NaN  379  下载  \n",
       "45          中国科学:信息科学  2021-03-24 10:18  NaN  149  下载  \n",
       "46               情报学报        2021-03-24  NaN  161  下载  \n",
       "47             宁夏社会科学        2021-03-20  NaN  350  下载  \n",
       "48            自然辩证法研究        2021-03-17  NaN  187  下载  \n",
       "49           交通运输工程学报  2021-03-16 11:06  NaN  267  下载  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "element = driver.find_element_by_id('gridTable')\n",
    "page_html = element.get_attribute('innerHTML')\n",
    "首页主要数据 = pd.read_html(page_html)[0]\n",
    "\n",
    "首页主要数据"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "induced-sunday",
   "metadata": {},
   "source": [
    "# 获取详细页信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "recreational-boring",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "\n",
    "html = driver.page_source\n",
    "root = fromstring(html)\n",
    "href = [x for x in root.xpath('.//*[@id=\"gridTable\"]/table/tbody/tr/td[2]/a/@href')]\n",
    "\n",
    "def correct(href):\n",
    "    DbCode = re.findall(\"DbCode=(.*?)&\",href)[0]\n",
    "    dbname = re.findall(\"dbname=(.*?)&\",href)[0]\n",
    "    filename = re.findall(\"filename=(.*?)&\",href)[0]\n",
    "    href = f\"https://kns.cnki.net/kcms/detail/detail.aspx?dbcode={DbCode}&dbname={dbname}&filename={filename}\"\n",
    "    return href"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "martial-division",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>篇名</th>\n",
       "      <th>作者</th>\n",
       "      <th>刊名</th>\n",
       "      <th>发表时间</th>\n",
       "      <th>被引</th>\n",
       "      <th>下载</th>\n",
       "      <th>操作</th>\n",
       "      <th>详细页链接</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>机器学习在奶牛临床疾病预测中的应用</td>\n",
       "      <td>冯妍; 高志天; 郑炜缤; 杨仲涛; 董强</td>\n",
       "      <td>动物医学进展</td>\n",
       "      <td>2021-06-18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>基于人工智能的内容安全发展战略研究</td>\n",
       "      <td>朱世强; 王永恒</td>\n",
       "      <td>中国工程科学</td>\n",
       "      <td>2021-06-15 16:22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>185</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>基于机器学习的农用飞行器路径规划系统设计</td>\n",
       "      <td>赵海发</td>\n",
       "      <td>农机化研究</td>\n",
       "      <td>2021-06-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>基于机器学习的因果推断方法研究进展</td>\n",
       "      <td>李超; 求文星</td>\n",
       "      <td>统计与决策</td>\n",
       "      <td>2021-06-04 11:09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>401</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>人工智能法律系统推理的方法论审思</td>\n",
       "      <td>周世中; 吕桐弢</td>\n",
       "      <td>湖南社会科学</td>\n",
       "      <td>2021-05-28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>厂商运用大数据和人工智能的经济学分析</td>\n",
       "      <td>何大安</td>\n",
       "      <td>上海师范大学学报(哲学社会科学版)</td>\n",
       "      <td>2021-05-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>395</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>街景影像——基于人工智能的方法与应用</td>\n",
       "      <td>张帆; 刘瑜</td>\n",
       "      <td>遥感学报</td>\n",
       "      <td>2021-05-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>220</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>论电影作为技术的意义</td>\n",
       "      <td>温岑茨·赫迪格</td>\n",
       "      <td>上海师范大学学报(哲学社会科学版)</td>\n",
       "      <td>2021-05-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>102</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>人工智能时代机器辅助教学:能力向度及发展进路</td>\n",
       "      <td>刘智; 孔玺; 王泰; 刘三女牙; 粟柱</td>\n",
       "      <td>开放教育研究</td>\n",
       "      <td>2021-05-24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>366</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>人工智能在图书馆特藏文献资源建设中的应用</td>\n",
       "      <td>解登峰; 李靓; 宋相濡</td>\n",
       "      <td>新世纪图书馆</td>\n",
       "      <td>2021-05-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>人工智能对养老服务法律制度的挑战及其完善路径</td>\n",
       "      <td>苏炜杰; 徐智华</td>\n",
       "      <td>宁夏社会科学</td>\n",
       "      <td>2021-05-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>392</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>城乡规划管理与政策</td>\n",
       "      <td>赵蔚</td>\n",
       "      <td>城市规划学刊</td>\n",
       "      <td>2021-05-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>人工智能时代无产阶级的历史使命——对赫拉利“无用阶级”理论的批判</td>\n",
       "      <td>燕连福; 赵莹; 程诚</td>\n",
       "      <td>浙江社会科学</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>154</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>中国数字经济现状及未来发展</td>\n",
       "      <td>何大安</td>\n",
       "      <td>治理研究</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>904</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>人机融合智能：一种新型智能网络和可能的信息交互媒介</td>\n",
       "      <td>李华; 范以锦</td>\n",
       "      <td>当代传播</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>211</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>新一代人工智能计算模型的创新及其哲学意义</td>\n",
       "      <td>张寅生</td>\n",
       "      <td>学术界</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>文艺批评：人工智能及其挑战</td>\n",
       "      <td>刘建平</td>\n",
       "      <td>学术界</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>司法人工智能融入司法改革的难题与路径</td>\n",
       "      <td>魏斌</td>\n",
       "      <td>现代法学</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>389</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>人工智能在无人机系统中的应用与发展研究</td>\n",
       "      <td>辛昕; 谢川</td>\n",
       "      <td>飞航导弹</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>177</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>克莱默尔论媒介：从病毒、感知到人工智能</td>\n",
       "      <td>曾国华; 毛万熙</td>\n",
       "      <td>国际新闻界</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>人工智能深度介入消费金融：动因、风险及防控</td>\n",
       "      <td>程雪军</td>\n",
       "      <td>深圳大学学报(人文社会科学版)</td>\n",
       "      <td>2021-05-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>591</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>前言</td>\n",
       "      <td>张玉清;程学旗;李晖;陈恺;杨珉</td>\n",
       "      <td>计算机研究与发展</td>\n",
       "      <td>2021-05-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Windows平台恶意软件智能检测综述</td>\n",
       "      <td>汪嘉来; 张超; 戚旭衍; 荣易</td>\n",
       "      <td>计算机研究与发展</td>\n",
       "      <td>2021-05-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>192</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>教育测评和学习领域的人工智能技术评估</td>\n",
       "      <td>席小明</td>\n",
       "      <td>中国考试</td>\n",
       "      <td>2021-05-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>185</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>人工智能时代教育的转向、价值样态及难点</td>\n",
       "      <td>张欣; 陈新忠</td>\n",
       "      <td>电化教育研究</td>\n",
       "      <td>2021-05-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>400</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>机器智能生产：媒介智能融合的溯源、特征与伦理挑战</td>\n",
       "      <td>刘霞</td>\n",
       "      <td>中国广播电视学刊</td>\n",
       "      <td>2021-05-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>210</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>数字人文中的文学话语研究——理论和方法</td>\n",
       "      <td>秦洪武</td>\n",
       "      <td>中国外语</td>\n",
       "      <td>2021-05-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>人工道德能动性的三种反驳进路及其价值</td>\n",
       "      <td>王淑庆</td>\n",
       "      <td>哲学研究</td>\n",
       "      <td>2021-04-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>167</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>智能技术时代的教学理论发展</td>\n",
       "      <td>罗生全</td>\n",
       "      <td>教育研究与实验</td>\n",
       "      <td>2021-04-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>111</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>计算方法在数字新闻学中的应用：现状、反思与前景</td>\n",
       "      <td>黄文森</td>\n",
       "      <td>新闻界</td>\n",
       "      <td>2021-04-19 17:23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>人工智能技术在城市灾害风险管理中的应用与探索</td>\n",
       "      <td>鲁钰雯; 翟国方</td>\n",
       "      <td>国际城市规划</td>\n",
       "      <td>2021-04-19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>391</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>处理人工智能应用的高性能计算机的架构和评测</td>\n",
       "      <td>郑纬民</td>\n",
       "      <td>重庆邮电大学学报(自然科学版)</td>\n",
       "      <td>2021-04-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>算法时代的情感与文学——由AI诗歌的AI分析谈起</td>\n",
       "      <td>朱军; 李亦婷</td>\n",
       "      <td>人文杂志</td>\n",
       "      <td>2021-04-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>149</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>人工智能在测井地层评价中的应用现状及前景</td>\n",
       "      <td>李宁;徐彬森;武宏亮;冯周;李雨生</td>\n",
       "      <td>石油学报</td>\n",
       "      <td>2021-04-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>313</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>学习绩效预测模型构建:源于学习行为大数据分析</td>\n",
       "      <td>胡航; 杜爽; 梁佳柔; 康忠琳</td>\n",
       "      <td>中国远程教育</td>\n",
       "      <td>2021-04-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>586</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>基于激励理论的人工智能发明人身份探究</td>\n",
       "      <td>曹新明; 马子斌</td>\n",
       "      <td>科技与法律(中英文)</td>\n",
       "      <td>2021-04-12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>人工道德智能体何以可行——基于对价值敏感性设计的审视</td>\n",
       "      <td>张浩鹏; 夏保华</td>\n",
       "      <td>自然辩证法研究</td>\n",
       "      <td>2021-04-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>145</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>数学地球科学跨越发展的十年：大数据、人工智能算法正在改变地质学</td>\n",
       "      <td>周永章;左仁广;刘刚;袁峰;毛先成</td>\n",
       "      <td>矿物岩石地球化学通报</td>\n",
       "      <td>2021-04-07 11:49</td>\n",
       "      <td>NaN</td>\n",
       "      <td>483</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>智能需求获取与建模研究综述</td>\n",
       "      <td>汪烨; 陈骏武; 夏鑫; 姜波</td>\n",
       "      <td>计算机研究与发展</td>\n",
       "      <td>2021-04-06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>331</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>人工智能的认识论效应</td>\n",
       "      <td>肖峰</td>\n",
       "      <td>大连理工大学学报(社会科学版)</td>\n",
       "      <td>2021-04-01 15:31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>279</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>智能教育应用的人机双向反馈：机理、模型与实施原则</td>\n",
       "      <td>董艳; 李心怡; 郑娅峰; 翟雪松</td>\n",
       "      <td>开放教育研究</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>1.0</td>\n",
       "      <td>343</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>教育领域技术原始创新的历史、逻辑与未来——兼论人工智能的教育意蕴</td>\n",
       "      <td>周子荷</td>\n",
       "      <td>开放教育研究</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>319</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>综合语义技术与LSTM神经网络的主观题自适应评卷方法</td>\n",
       "      <td>徐庆婷; 张兰芳; 朱新华</td>\n",
       "      <td>广西师范大学学报(自然科学版)</td>\n",
       "      <td>2021-03-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>神经网络、深度学习与自然语言处理</td>\n",
       "      <td>冯志伟</td>\n",
       "      <td>上海师范大学学报(哲学社会科学版)</td>\n",
       "      <td>2021-03-25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>686</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>关于人工智能认知限定与限度的多重思考——基于马克思主义认识论的分析视角</td>\n",
       "      <td>刘宇</td>\n",
       "      <td>广西社会科学</td>\n",
       "      <td>2021-03-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>379</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>像素级语义理解:从分类到回归</td>\n",
       "      <td>李学龙; 赵致远</td>\n",
       "      <td>中国科学:信息科学</td>\n",
       "      <td>2021-03-24 10:18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>149</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>基于机器学习的人工智能技术专利数据集构建新策略</td>\n",
       "      <td>陈悦; 宋凯; 刘安蓉; 曹晓阳</td>\n",
       "      <td>情报学报</td>\n",
       "      <td>2021-03-24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>161</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>唯物史观论域下人工智能的伦理问题思考与合伦理设计</td>\n",
       "      <td>田鹏颖; 周鑫</td>\n",
       "      <td>宁夏社会科学</td>\n",
       "      <td>2021-03-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>350</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>人工智能的时间感知——从“程序时间”过渡到“感受时间”的可能性</td>\n",
       "      <td>陈群志</td>\n",
       "      <td>自然辩证法研究</td>\n",
       "      <td>2021-03-17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>187</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>人工智能算法在铁道车辆动力学仿真中的应用进展</td>\n",
       "      <td>唐兆;董少迪;罗仁;蒋涛;邓锐</td>\n",
       "      <td>交通运输工程学报</td>\n",
       "      <td>2021-03-16 11:06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>267</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0                                   篇名                     作者  \\\n",
       "0            1                    机器学习在奶牛临床疾病预测中的应用  冯妍; 高志天; 郑炜缤; 杨仲涛; 董强   \n",
       "1            2                    基于人工智能的内容安全发展战略研究               朱世强; 王永恒   \n",
       "2            3                 基于机器学习的农用飞行器路径规划系统设计                    赵海发   \n",
       "3            4                    基于机器学习的因果推断方法研究进展                李超; 求文星   \n",
       "4            5                     人工智能法律系统推理的方法论审思               周世中; 吕桐弢   \n",
       "5            6                   厂商运用大数据和人工智能的经济学分析                    何大安   \n",
       "6            7                   街景影像——基于人工智能的方法与应用                 张帆; 刘瑜   \n",
       "7            8                           论电影作为技术的意义                温岑茨·赫迪格   \n",
       "8            9               人工智能时代机器辅助教学:能力向度及发展进路   刘智; 孔玺; 王泰; 刘三女牙; 粟柱   \n",
       "9           10                 人工智能在图书馆特藏文献资源建设中的应用           解登峰; 李靓; 宋相濡   \n",
       "10          11               人工智能对养老服务法律制度的挑战及其完善路径               苏炜杰; 徐智华   \n",
       "11          12                            城乡规划管理与政策                     赵蔚   \n",
       "12          13     人工智能时代无产阶级的历史使命——对赫拉利“无用阶级”理论的批判            燕连福; 赵莹; 程诚   \n",
       "13          14                        中国数字经济现状及未来发展                    何大安   \n",
       "14          15            人机融合智能：一种新型智能网络和可能的信息交互媒介                李华; 范以锦   \n",
       "15          16                 新一代人工智能计算模型的创新及其哲学意义                    张寅生   \n",
       "16          17                        文艺批评：人工智能及其挑战                    刘建平   \n",
       "17          18                   司法人工智能融入司法改革的难题与路径                     魏斌   \n",
       "18          19                  人工智能在无人机系统中的应用与发展研究                 辛昕; 谢川   \n",
       "19          20                  克莱默尔论媒介：从病毒、感知到人工智能               曾国华; 毛万熙   \n",
       "20          21                人工智能深度介入消费金融：动因、风险及防控                    程雪军   \n",
       "21          22                                   前言       张玉清;程学旗;李晖;陈恺;杨珉   \n",
       "22          23                  Windows平台恶意软件智能检测综述       汪嘉来; 张超; 戚旭衍; 荣易   \n",
       "23          24                   教育测评和学习领域的人工智能技术评估                    席小明   \n",
       "24          25                  人工智能时代教育的转向、价值样态及难点                张欣; 陈新忠   \n",
       "25          26             机器智能生产：媒介智能融合的溯源、特征与伦理挑战                     刘霞   \n",
       "26          27                  数字人文中的文学话语研究——理论和方法                    秦洪武   \n",
       "27          28                   人工道德能动性的三种反驳进路及其价值                    王淑庆   \n",
       "28          29                        智能技术时代的教学理论发展                    罗生全   \n",
       "29          30              计算方法在数字新闻学中的应用：现状、反思与前景                    黄文森   \n",
       "30          31               人工智能技术在城市灾害风险管理中的应用与探索               鲁钰雯; 翟国方   \n",
       "31          32                处理人工智能应用的高性能计算机的架构和评测                    郑纬民   \n",
       "32          33             算法时代的情感与文学——由AI诗歌的AI分析谈起                朱军; 李亦婷   \n",
       "33          34                 人工智能在测井地层评价中的应用现状及前景      李宁;徐彬森;武宏亮;冯周;李雨生   \n",
       "34          35               学习绩效预测模型构建:源于学习行为大数据分析       胡航; 杜爽; 梁佳柔; 康忠琳   \n",
       "35          36                   基于激励理论的人工智能发明人身份探究               曹新明; 马子斌   \n",
       "36          37           人工道德智能体何以可行——基于对价值敏感性设计的审视               张浩鹏; 夏保华   \n",
       "37          38      数学地球科学跨越发展的十年：大数据、人工智能算法正在改变地质学      周永章;左仁广;刘刚;袁峰;毛先成   \n",
       "38          39                        智能需求获取与建模研究综述        汪烨; 陈骏武; 夏鑫; 姜波   \n",
       "39          40                           人工智能的认识论效应                     肖峰   \n",
       "40          41             智能教育应用的人机双向反馈：机理、模型与实施原则      董艳; 李心怡; 郑娅峰; 翟雪松   \n",
       "41          42     教育领域技术原始创新的历史、逻辑与未来——兼论人工智能的教育意蕴                    周子荷   \n",
       "42          43           综合语义技术与LSTM神经网络的主观题自适应评卷方法          徐庆婷; 张兰芳; 朱新华   \n",
       "43          44                     神经网络、深度学习与自然语言处理                    冯志伟   \n",
       "44          45  关于人工智能认知限定与限度的多重思考——基于马克思主义认识论的分析视角                     刘宇   \n",
       "45          46                       像素级语义理解:从分类到回归               李学龙; 赵致远   \n",
       "46          47              基于机器学习的人工智能技术专利数据集构建新策略       陈悦; 宋凯; 刘安蓉; 曹晓阳   \n",
       "47          48             唯物史观论域下人工智能的伦理问题思考与合伦理设计                田鹏颖; 周鑫   \n",
       "48          49      人工智能的时间感知——从“程序时间”过渡到“感受时间”的可能性                    陈群志   \n",
       "49          50               人工智能算法在铁道车辆动力学仿真中的应用进展        唐兆;董少迪;罗仁;蒋涛;邓锐   \n",
       "\n",
       "                   刊名              发表时间   被引   下载  操作  \\\n",
       "0              动物医学进展        2021-06-18  NaN   59  下载   \n",
       "1              中国工程科学  2021-06-15 16:22  NaN  185  下载   \n",
       "2               农机化研究        2021-06-15  NaN   90  下载   \n",
       "3               统计与决策  2021-06-04 11:09  NaN  401  下载   \n",
       "4              湖南社会科学        2021-05-28  NaN   69  下载   \n",
       "5   上海师范大学学报(哲学社会科学版)        2021-05-25  NaN  395  下载   \n",
       "6                遥感学报        2021-05-25  NaN  220  下载   \n",
       "7   上海师范大学学报(哲学社会科学版)        2021-05-25  NaN  102  下载   \n",
       "8              开放教育研究        2021-05-24  NaN  366  下载   \n",
       "9              新世纪图书馆        2021-05-20  NaN  135  下载   \n",
       "10             宁夏社会科学        2021-05-20  NaN  392  下载   \n",
       "11             城市规划学刊        2021-05-20  NaN   39  下载   \n",
       "12             浙江社会科学        2021-05-15  NaN  154  下载   \n",
       "13               治理研究        2021-05-15  NaN  904  下载   \n",
       "14               当代传播        2021-05-15  NaN  211  下载   \n",
       "15                学术界        2021-05-15  NaN   68  下载   \n",
       "16                学术界        2021-05-15  NaN   89  下载   \n",
       "17               现代法学        2021-05-15  NaN  389  下载   \n",
       "18               飞航导弹        2021-05-15  NaN  177  下载   \n",
       "19              国际新闻界        2021-05-15  NaN   23  下载   \n",
       "20    深圳大学学报(人文社会科学版)        2021-05-14  NaN  591  下载   \n",
       "21           计算机研究与发展        2021-05-14  NaN  105  下载   \n",
       "22           计算机研究与发展        2021-05-14  NaN  192  下载   \n",
       "23               中国考试        2021-05-07  NaN  185  下载   \n",
       "24             电化教育研究        2021-05-01  NaN  400  下载   \n",
       "25           中国广播电视学刊        2021-05-01  NaN  210  下载   \n",
       "26               中国外语        2021-05-01  NaN   58  下载   \n",
       "27               哲学研究        2021-04-25  NaN  167  下载   \n",
       "28            教育研究与实验        2021-04-20  NaN  111  下载   \n",
       "29                新闻界  2021-04-19 17:23  NaN  105  下载   \n",
       "30             国际城市规划        2021-04-19  NaN  391  下载   \n",
       "31    重庆邮电大学学报(自然科学版)        2021-04-15  NaN   74  下载   \n",
       "32               人文杂志        2021-04-15  NaN  149  下载   \n",
       "33               石油学报        2021-04-15  NaN  313  下载   \n",
       "34             中国远程教育        2021-04-13  NaN  586  下载   \n",
       "35         科技与法律(中英文)        2021-04-12  NaN  122  下载   \n",
       "36            自然辩证法研究        2021-04-09  NaN  145  下载   \n",
       "37         矿物岩石地球化学通报  2021-04-07 11:49  NaN  483  下载   \n",
       "38           计算机研究与发展        2021-04-06  NaN  331  下载   \n",
       "39    大连理工大学学报(社会科学版)  2021-04-01 15:31  NaN  279  下载   \n",
       "40             开放教育研究        2021-04-01  1.0  343  下载   \n",
       "41             开放教育研究        2021-04-01  NaN  319  下载   \n",
       "42    广西师范大学学报(自然科学版)        2021-03-25  NaN   30  下载   \n",
       "43  上海师范大学学报(哲学社会科学版)        2021-03-25  1.0  686  下载   \n",
       "44             广西社会科学        2021-03-25  NaN  379  下载   \n",
       "45          中国科学:信息科学  2021-03-24 10:18  NaN  149  下载   \n",
       "46               情报学报        2021-03-24  NaN  161  下载   \n",
       "47             宁夏社会科学        2021-03-20  NaN  350  下载   \n",
       "48            自然辩证法研究        2021-03-17  NaN  187  下载   \n",
       "49           交通运输工程学报  2021-03-16 11:06  NaN  267  下载   \n",
       "\n",
       "                                                详细页链接  \n",
       "0   https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "1   https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "2   https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "3   https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "4   https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "5   https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "6   https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "7   https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "8   https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "9   https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "10  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "11  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "12  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "13  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "14  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "15  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "16  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "17  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "18  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "19  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "20  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "21  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "22  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "23  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "24  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "25  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "26  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "27  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "28  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "29  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "30  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "31  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "32  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "33  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "34  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "35  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "36  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "37  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "38  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "39  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "40  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "41  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "42  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "43  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "44  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "45  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "46  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "47  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "48  https://kns.cnki.net/kcms/detail/detail.aspx?d...  \n",
       "49  https://kns.cnki.net/kcms/detail/detail.aspx?d...  "
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "links=[]\n",
    "\n",
    "for link in href:\n",
    "    link=correct(link)\n",
    "    links.append(link)\n",
    "    df_links=pd.DataFrame({'详细页链接':links})\n",
    "    df_首页=pd.concat([pd.read_html(page_html)[0],df_links],axis=1)\n",
    "\n",
    "df_首页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "wireless-niagara",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取详细页面中的PDF下载链接\n",
    "from requests_html import HTMLSession\n",
    "import urllib.parse\n",
    "\n",
    "session = HTMLSession()\n",
    "\n",
    "pdf_links=[]\n",
    "\n",
    "for url in links:\n",
    "    r = session.get(url)\n",
    "    pdf_link_xpath=r.html.xpath('//*[@id=\"pdfDown\"]/@href')[1]\n",
    "    pdf_links.append(pdf_link_xpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "applied-library",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 'https://kns.cnki.net/kcms/download.aspx?filename=DRstyY2IVcxlHePxWT4Ikdl5UOntyUatGRSRmcah1YwJWWa50VnpHZM50d2M1YKdzLV9kZmx0QqNme=0TUaF1RmJUaLdDMENGMn1GREhFS4VkWqRkNqtkUwQzKrs0d2onZ2BFdjtmSnNjUVBXVMV2KzNUZxk&tablename=CJFDAUTO&dflag=pdfdown',\n",
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       " 'https://kns.cnki.net/kcms/download.aspx?filename=r8WTiBHSq1WU18idudGW6lEbnBFV11kT0AjWv4GRuhUO2QTauRTQV1kbE9SWqFzZYBXW4oHWHdFaE10QGtEeP5GUrhGZ6FGVuNXVy82bJ9kUB9SQVdHawk2L2JkSk9EdRRTRtNVNJZ0RFhjNEl2T1MmR0tSQRVDe&tablename=CJFDLAST2021&dflag=pdfdown',\n",
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       " 'https://kns.cnki.net/kcms/download.aspx?filename=shFaBhWVOhTWllFSr5mM6h0axhEShRGZwImaDlnZ0omVxd3ZW9GZvUHSUFWWoJXYupFaOtWUZBXVmdnR5sSZWVTZHh1N0BXbS9GdyoFW4IzK5g1VvIjW2VzdVNzQuFTctJlN3lTRtdFVapkNHN2LVlEaqtkTIF1Q&tablename=CJFDLAST2021&dflag=pdfdown',\n",
       " 'https://kns.cnki.net/kcms/download.aspx?filename=shFaBhWVOhTWllFSr5mM6h0axhEShRGZwImaDlnZ0omVxd3ZW9GZvUHSUFWWoJXYupFaOtWUZBXVmdnRxlGbZZlVPJnWxFnVrxERwhTMahXbL1kQW9Cayd3UjZla1ZWQIBzRh5masdFVapkNHN2LVlEaqtkTIF1Q&tablename=CJFDLAST2021&dflag=pdfdown',\n",
       " 'https://kns.cnki.net/kcms/download.aspx?filename=shFaBhWVOhTWllFSr5mM6h0axhEShRGZwImaDlnZ0omVxd3ZW9GZvUHSUFWWoJXYupFaOtWUZBXVmdnRVNGOSlXMRdDe1plNwt2LlJzbyJEcy9mWlJVOu9ycYhndxJDZTRmc0lTRtdFVapkNHN2LVlEaqtkTIF1Q&tablename=CJFDLAST2021&dflag=pdfdown',\n",
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       " 'https://kns.cnki.net/kcms/download.aspx?filename=Pd3U2RjaptkQlNXSIVXW1YFS2MmMxUVWGp0NJp3KS10QHBjN4JUYlVzc0xGMId1NyVXYzYVS6hkQ6plSuNHexs0R2k2RFZESIpVTNVnNkBHS4NkRTVzbKlnallVRTZ0LvFUZPN1QtVWSvRnTZ9iZXtUQzIjZKxEN&tablename=CJFDLAST2021&dflag=pdfdown',\n",
       " 'https://kns.cnki.net/kcms/download.aspx?filename=Pd3U2RjaptkQlNXSIVXW1YFS2MmMxUVWGp0NJp3KS10QHBjN4JUYlVzc0xGMId1NyVXYzYVS6hkQ6plS5cEc4gFashzSWd0MR5ERShVNoFVcolnazRHczVkallVRTZ0LvFUZPN1QtVWSvRnTZ9iZXtUQzIjZKxEN&tablename=CJFDLAST2021&dflag=pdfdown',\n",
       " 'https://kns.cnki.net/kcms/download.aspx?filename=CJUYSNmMjpmS3EVUs1kREBzcBl3ckVVU2dFalJXbzUFN6lEbkZ1Qp9ieQp2cq1UQ5pVcRZkQhNlZUpUT2YUaYF2Zkt0ZRZmexoHbURzTDhmerlnZt5GWXZUerFkSuhzSvJEVP9yKmd0U6d0LPFWQ1VVWj5GbXRUY&tablename=CJFDLAST2021&dflag=pdfdown',\n",
       " 'https://kns.cnki.net/kcms/download.aspx?filename=CJUYSNmMjpmS3EVUs1kREBzcBl3ckVVU2dFalJXbzUFN6lEbkZ1Qp9ieQp2cq1UQ5pVcRZkQhNlZUpUT3dzV24mes52Q54mbsdkbrhXQ4plRzF1YHd2S5BzZCFHRxl0aLF2KU9yKmd0U6d0LPFWQ1VVWj5GbXRUY&tablename=CJFDLAST2021&dflag=pdfdown',\n",
       " 'https://kns.cnki.net/kcms/download.aspx?filename=CJUYSNmMjpmS3EVUs1kREBzcBl3ckVVU2dFalJXbzUFN6lEbkZ1Qp9ieQp2cq1UQ5pVcRZkQhNlZUpUTyQ0Uzg1YGpEUTpEMQ50ZR9yb2k0a4MHdnhDWXZUerFkSuhzSvJEVP9yKmd0U6d0LPFWQ1VVWj5GbXRUY&tablename=CJFDLAST2021&dflag=pdfdown',\n",
       " 'https://kns.cnki.net/kcms/download.aspx?filename=CJUYSNmMjpmS3EVUs1kREBzcBl3ckVVU2dFalJXbzUFN6lEbkZ1Qp9ieQp2cq1UQ5pVcRZkQhNlZUpUTkJ3dz0GN1okMQRFSH9mSqVWQhZUMD9SZx8ka3xUerFkSuhzSvJEVP9yKmd0U6d0LPFWQ1VVWj5GbXRUY&tablename=CJFDLAST2021&dflag=pdfdown',\n",
       " 'https://kns.cnki.net/kcms/download.aspx?filename=vw0a0hmaOx2VRVzZY1GNtZ2VzlWWodVa4pVNrJTaxZzbGN3UrJ1axADNBJVdx0WayhDRklHdCt2S3VHUygEd5lEUvMnQE10NIdFe69kWm9UWGBlQWd0NvIEMlVUe0pXb1w2Vwl2YR90MmVlQqNUWXBneohXS3QjN&tablename=CJFDLAST2021&dflag=pdfdown',\n",
       " 'https://kns.cnki.net/kcms/download.aspx?filename=vw0a0hmaOx2VRVzZY1GNtZ2VzlWWodVa4pVNrJTaxZzbGN3UrJ1axADNBJVdx0WayhDRklHdCt2S3VHUttGTmFjck10ckZmRCB3bEF2Ls9CN09WM21GRrlDMlVUe0pXb1w2Vwl2YR90MmVlQqNUWXBneohXS3QjN&tablename=CJFDLAST2021&dflag=pdfdown',\n",
       " 'https://kns.cnki.net/kcms/download.aspx?filename=vw0a0hmaOx2VRVzZY1GNtZ2VzlWWodVa4pVNrJTaxZzbGN3UrJ1axADNBJVdx0WayhDRklHdCt2S3VHUYdFc1UjbBZHVEdkTZlGasJkQ4Y0aygFcoVEc48Cc4Mlcy9ibZdDSrpUMR90MmVlQqNUWXBneohXS3QjN&tablename=CJFDLAST2021&dflag=pdfdown',\n",
       " 'https://kns.cnki.net/kcms/download.aspx?filename=vw0a0hmaOx2VRVzZY1GNtZ2VzlWWodVa4pVNrJTaxZzbGN3UrJ1axADNBJVdx0WayhDRklHdCt2S3VHUys0SDh3TVxWeodWTCNWZZdmTw4WTYF0RntCb4llN4V3d0sGbYJGW1oUMR90MmVlQqNUWXBneohXS3QjN&tablename=CJFDLAST2021&dflag=pdfdown',\n",
       " 'https://kns.cnki.net/kcms/download.aspx?filename=2gDb4YmTMFlMNZWRxknYqV0N5lmT152bWpmWpNWQZh2crU0QUV2aQhHdVhFRx90MVp0NopWZiRUeRdFVsdzQDNHUP90ZPVEMNF0aaZ3ZvpHUZp0ZLNWRnNXRXxmZ4M1dRpFZ4wGRKBVU0B3QUVnZLFkUMljdMZVc&tablename=CJFDLAST2021&dflag=pdfdown']"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 修复正确的PDF下载链接\n",
    "pdf_href=['https://kns.cnki.net'+link for link in pdf_links]\n",
    "pdf_href"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "hungry-overall",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "      <th>Unnamed: 0</th>\n",
       "      <th>篇名</th>\n",
       "      <th>作者</th>\n",
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       "      <th>被引</th>\n",
       "      <th>下载</th>\n",
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       "      <th>PDF下载链接</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>机器学习在奶牛临床疾病预测中的应用</td>\n",
       "      <td>冯妍; 高志天; 郑炜缤; 杨仲涛; 董强</td>\n",
       "      <td>动物医学进展</td>\n",
       "      <td>2021-06-18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>基于人工智能的内容安全发展战略研究</td>\n",
       "      <td>朱世强; 王永恒</td>\n",
       "      <td>中国工程科学</td>\n",
       "      <td>2021-06-15 16:22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>185</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>基于机器学习的农用飞行器路径规划系统设计</td>\n",
       "      <td>赵海发</td>\n",
       "      <td>农机化研究</td>\n",
       "      <td>2021-06-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>基于机器学习的因果推断方法研究进展</td>\n",
       "      <td>李超; 求文星</td>\n",
       "      <td>统计与决策</td>\n",
       "      <td>2021-06-04 11:09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>401</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>人工智能法律系统推理的方法论审思</td>\n",
       "      <td>周世中; 吕桐弢</td>\n",
       "      <td>湖南社会科学</td>\n",
       "      <td>2021-05-28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>厂商运用大数据和人工智能的经济学分析</td>\n",
       "      <td>何大安</td>\n",
       "      <td>上海师范大学学报(哲学社会科学版)</td>\n",
       "      <td>2021-05-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>395</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>街景影像——基于人工智能的方法与应用</td>\n",
       "      <td>张帆; 刘瑜</td>\n",
       "      <td>遥感学报</td>\n",
       "      <td>2021-05-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>220</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>论电影作为技术的意义</td>\n",
       "      <td>温岑茨·赫迪格</td>\n",
       "      <td>上海师范大学学报(哲学社会科学版)</td>\n",
       "      <td>2021-05-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>102</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>人工智能时代机器辅助教学:能力向度及发展进路</td>\n",
       "      <td>刘智; 孔玺; 王泰; 刘三女牙; 粟柱</td>\n",
       "      <td>开放教育研究</td>\n",
       "      <td>2021-05-24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>366</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>人工智能在图书馆特藏文献资源建设中的应用</td>\n",
       "      <td>解登峰; 李靓; 宋相濡</td>\n",
       "      <td>新世纪图书馆</td>\n",
       "      <td>2021-05-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>人工智能对养老服务法律制度的挑战及其完善路径</td>\n",
       "      <td>苏炜杰; 徐智华</td>\n",
       "      <td>宁夏社会科学</td>\n",
       "      <td>2021-05-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>392</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>城乡规划管理与政策</td>\n",
       "      <td>赵蔚</td>\n",
       "      <td>城市规划学刊</td>\n",
       "      <td>2021-05-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>人工智能时代无产阶级的历史使命——对赫拉利“无用阶级”理论的批判</td>\n",
       "      <td>燕连福; 赵莹; 程诚</td>\n",
       "      <td>浙江社会科学</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>154</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>中国数字经济现状及未来发展</td>\n",
       "      <td>何大安</td>\n",
       "      <td>治理研究</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>904</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>人机融合智能：一种新型智能网络和可能的信息交互媒介</td>\n",
       "      <td>李华; 范以锦</td>\n",
       "      <td>当代传播</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>211</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>新一代人工智能计算模型的创新及其哲学意义</td>\n",
       "      <td>张寅生</td>\n",
       "      <td>学术界</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>文艺批评：人工智能及其挑战</td>\n",
       "      <td>刘建平</td>\n",
       "      <td>学术界</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>司法人工智能融入司法改革的难题与路径</td>\n",
       "      <td>魏斌</td>\n",
       "      <td>现代法学</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>389</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>人工智能在无人机系统中的应用与发展研究</td>\n",
       "      <td>辛昕; 谢川</td>\n",
       "      <td>飞航导弹</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>177</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>克莱默尔论媒介：从病毒、感知到人工智能</td>\n",
       "      <td>曾国华; 毛万熙</td>\n",
       "      <td>国际新闻界</td>\n",
       "      <td>2021-05-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>人工智能深度介入消费金融：动因、风险及防控</td>\n",
       "      <td>程雪军</td>\n",
       "      <td>深圳大学学报(人文社会科学版)</td>\n",
       "      <td>2021-05-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>591</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>前言</td>\n",
       "      <td>张玉清;程学旗;李晖;陈恺;杨珉</td>\n",
       "      <td>计算机研究与发展</td>\n",
       "      <td>2021-05-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Windows平台恶意软件智能检测综述</td>\n",
       "      <td>汪嘉来; 张超; 戚旭衍; 荣易</td>\n",
       "      <td>计算机研究与发展</td>\n",
       "      <td>2021-05-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>192</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>教育测评和学习领域的人工智能技术评估</td>\n",
       "      <td>席小明</td>\n",
       "      <td>中国考试</td>\n",
       "      <td>2021-05-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>185</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>人工智能时代教育的转向、价值样态及难点</td>\n",
       "      <td>张欣; 陈新忠</td>\n",
       "      <td>电化教育研究</td>\n",
       "      <td>2021-05-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>400</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>机器智能生产：媒介智能融合的溯源、特征与伦理挑战</td>\n",
       "      <td>刘霞</td>\n",
       "      <td>中国广播电视学刊</td>\n",
       "      <td>2021-05-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>210</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>数字人文中的文学话语研究——理论和方法</td>\n",
       "      <td>秦洪武</td>\n",
       "      <td>中国外语</td>\n",
       "      <td>2021-05-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>人工道德能动性的三种反驳进路及其价值</td>\n",
       "      <td>王淑庆</td>\n",
       "      <td>哲学研究</td>\n",
       "      <td>2021-04-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>167</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>智能技术时代的教学理论发展</td>\n",
       "      <td>罗生全</td>\n",
       "      <td>教育研究与实验</td>\n",
       "      <td>2021-04-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>111</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>计算方法在数字新闻学中的应用：现状、反思与前景</td>\n",
       "      <td>黄文森</td>\n",
       "      <td>新闻界</td>\n",
       "      <td>2021-04-19 17:23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>人工智能技术在城市灾害风险管理中的应用与探索</td>\n",
       "      <td>鲁钰雯; 翟国方</td>\n",
       "      <td>国际城市规划</td>\n",
       "      <td>2021-04-19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>391</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>处理人工智能应用的高性能计算机的架构和评测</td>\n",
       "      <td>郑纬民</td>\n",
       "      <td>重庆邮电大学学报(自然科学版)</td>\n",
       "      <td>2021-04-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>算法时代的情感与文学——由AI诗歌的AI分析谈起</td>\n",
       "      <td>朱军; 李亦婷</td>\n",
       "      <td>人文杂志</td>\n",
       "      <td>2021-04-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>149</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>人工智能在测井地层评价中的应用现状及前景</td>\n",
       "      <td>李宁;徐彬森;武宏亮;冯周;李雨生</td>\n",
       "      <td>石油学报</td>\n",
       "      <td>2021-04-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>313</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>学习绩效预测模型构建:源于学习行为大数据分析</td>\n",
       "      <td>胡航; 杜爽; 梁佳柔; 康忠琳</td>\n",
       "      <td>中国远程教育</td>\n",
       "      <td>2021-04-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>586</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>基于激励理论的人工智能发明人身份探究</td>\n",
       "      <td>曹新明; 马子斌</td>\n",
       "      <td>科技与法律(中英文)</td>\n",
       "      <td>2021-04-12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>人工道德智能体何以可行——基于对价值敏感性设计的审视</td>\n",
       "      <td>张浩鹏; 夏保华</td>\n",
       "      <td>自然辩证法研究</td>\n",
       "      <td>2021-04-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>145</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>数学地球科学跨越发展的十年：大数据、人工智能算法正在改变地质学</td>\n",
       "      <td>周永章;左仁广;刘刚;袁峰;毛先成</td>\n",
       "      <td>矿物岩石地球化学通报</td>\n",
       "      <td>2021-04-07 11:49</td>\n",
       "      <td>NaN</td>\n",
       "      <td>483</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>智能需求获取与建模研究综述</td>\n",
       "      <td>汪烨; 陈骏武; 夏鑫; 姜波</td>\n",
       "      <td>计算机研究与发展</td>\n",
       "      <td>2021-04-06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>331</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>人工智能的认识论效应</td>\n",
       "      <td>肖峰</td>\n",
       "      <td>大连理工大学学报(社会科学版)</td>\n",
       "      <td>2021-04-01 15:31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>279</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>智能教育应用的人机双向反馈：机理、模型与实施原则</td>\n",
       "      <td>董艳; 李心怡; 郑娅峰; 翟雪松</td>\n",
       "      <td>开放教育研究</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>1.0</td>\n",
       "      <td>343</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>教育领域技术原始创新的历史、逻辑与未来——兼论人工智能的教育意蕴</td>\n",
       "      <td>周子荷</td>\n",
       "      <td>开放教育研究</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>319</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>综合语义技术与LSTM神经网络的主观题自适应评卷方法</td>\n",
       "      <td>徐庆婷; 张兰芳; 朱新华</td>\n",
       "      <td>广西师范大学学报(自然科学版)</td>\n",
       "      <td>2021-03-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>神经网络、深度学习与自然语言处理</td>\n",
       "      <td>冯志伟</td>\n",
       "      <td>上海师范大学学报(哲学社会科学版)</td>\n",
       "      <td>2021-03-25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>686</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>关于人工智能认知限定与限度的多重思考——基于马克思主义认识论的分析视角</td>\n",
       "      <td>刘宇</td>\n",
       "      <td>广西社会科学</td>\n",
       "      <td>2021-03-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>379</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>像素级语义理解:从分类到回归</td>\n",
       "      <td>李学龙; 赵致远</td>\n",
       "      <td>中国科学:信息科学</td>\n",
       "      <td>2021-03-24 10:18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>149</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>基于机器学习的人工智能技术专利数据集构建新策略</td>\n",
       "      <td>陈悦; 宋凯; 刘安蓉; 曹晓阳</td>\n",
       "      <td>情报学报</td>\n",
       "      <td>2021-03-24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>161</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>唯物史观论域下人工智能的伦理问题思考与合伦理设计</td>\n",
       "      <td>田鹏颖; 周鑫</td>\n",
       "      <td>宁夏社会科学</td>\n",
       "      <td>2021-03-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>350</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>人工智能的时间感知——从“程序时间”过渡到“感受时间”的可能性</td>\n",
       "      <td>陈群志</td>\n",
       "      <td>自然辩证法研究</td>\n",
       "      <td>2021-03-17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>187</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>人工智能算法在铁道车辆动力学仿真中的应用进展</td>\n",
       "      <td>唐兆;董少迪;罗仁;蒋涛;邓锐</td>\n",
       "      <td>交通运输工程学报</td>\n",
       "      <td>2021-03-16 11:06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>267</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0                                   篇名                     作者  \\\n",
       "0            1                    机器学习在奶牛临床疾病预测中的应用  冯妍; 高志天; 郑炜缤; 杨仲涛; 董强   \n",
       "1            2                    基于人工智能的内容安全发展战略研究               朱世强; 王永恒   \n",
       "2            3                 基于机器学习的农用飞行器路径规划系统设计                    赵海发   \n",
       "3            4                    基于机器学习的因果推断方法研究进展                李超; 求文星   \n",
       "4            5                     人工智能法律系统推理的方法论审思               周世中; 吕桐弢   \n",
       "5            6                   厂商运用大数据和人工智能的经济学分析                    何大安   \n",
       "6            7                   街景影像——基于人工智能的方法与应用                 张帆; 刘瑜   \n",
       "7            8                           论电影作为技术的意义                温岑茨·赫迪格   \n",
       "8            9               人工智能时代机器辅助教学:能力向度及发展进路   刘智; 孔玺; 王泰; 刘三女牙; 粟柱   \n",
       "9           10                 人工智能在图书馆特藏文献资源建设中的应用           解登峰; 李靓; 宋相濡   \n",
       "10          11               人工智能对养老服务法律制度的挑战及其完善路径               苏炜杰; 徐智华   \n",
       "11          12                            城乡规划管理与政策                     赵蔚   \n",
       "12          13     人工智能时代无产阶级的历史使命——对赫拉利“无用阶级”理论的批判            燕连福; 赵莹; 程诚   \n",
       "13          14                        中国数字经济现状及未来发展                    何大安   \n",
       "14          15            人机融合智能：一种新型智能网络和可能的信息交互媒介                李华; 范以锦   \n",
       "15          16                 新一代人工智能计算模型的创新及其哲学意义                    张寅生   \n",
       "16          17                        文艺批评：人工智能及其挑战                    刘建平   \n",
       "17          18                   司法人工智能融入司法改革的难题与路径                     魏斌   \n",
       "18          19                  人工智能在无人机系统中的应用与发展研究                 辛昕; 谢川   \n",
       "19          20                  克莱默尔论媒介：从病毒、感知到人工智能               曾国华; 毛万熙   \n",
       "20          21                人工智能深度介入消费金融：动因、风险及防控                    程雪军   \n",
       "21          22                                   前言       张玉清;程学旗;李晖;陈恺;杨珉   \n",
       "22          23                  Windows平台恶意软件智能检测综述       汪嘉来; 张超; 戚旭衍; 荣易   \n",
       "23          24                   教育测评和学习领域的人工智能技术评估                    席小明   \n",
       "24          25                  人工智能时代教育的转向、价值样态及难点                张欣; 陈新忠   \n",
       "25          26             机器智能生产：媒介智能融合的溯源、特征与伦理挑战                     刘霞   \n",
       "26          27                  数字人文中的文学话语研究——理论和方法                    秦洪武   \n",
       "27          28                   人工道德能动性的三种反驳进路及其价值                    王淑庆   \n",
       "28          29                        智能技术时代的教学理论发展                    罗生全   \n",
       "29          30              计算方法在数字新闻学中的应用：现状、反思与前景                    黄文森   \n",
       "30          31               人工智能技术在城市灾害风险管理中的应用与探索               鲁钰雯; 翟国方   \n",
       "31          32                处理人工智能应用的高性能计算机的架构和评测                    郑纬民   \n",
       "32          33             算法时代的情感与文学——由AI诗歌的AI分析谈起                朱军; 李亦婷   \n",
       "33          34                 人工智能在测井地层评价中的应用现状及前景      李宁;徐彬森;武宏亮;冯周;李雨生   \n",
       "34          35               学习绩效预测模型构建:源于学习行为大数据分析       胡航; 杜爽; 梁佳柔; 康忠琳   \n",
       "35          36                   基于激励理论的人工智能发明人身份探究               曹新明; 马子斌   \n",
       "36          37           人工道德智能体何以可行——基于对价值敏感性设计的审视               张浩鹏; 夏保华   \n",
       "37          38      数学地球科学跨越发展的十年：大数据、人工智能算法正在改变地质学      周永章;左仁广;刘刚;袁峰;毛先成   \n",
       "38          39                        智能需求获取与建模研究综述        汪烨; 陈骏武; 夏鑫; 姜波   \n",
       "39          40                           人工智能的认识论效应                     肖峰   \n",
       "40          41             智能教育应用的人机双向反馈：机理、模型与实施原则      董艳; 李心怡; 郑娅峰; 翟雪松   \n",
       "41          42     教育领域技术原始创新的历史、逻辑与未来——兼论人工智能的教育意蕴                    周子荷   \n",
       "42          43           综合语义技术与LSTM神经网络的主观题自适应评卷方法          徐庆婷; 张兰芳; 朱新华   \n",
       "43          44                     神经网络、深度学习与自然语言处理                    冯志伟   \n",
       "44          45  关于人工智能认知限定与限度的多重思考——基于马克思主义认识论的分析视角                     刘宇   \n",
       "45          46                       像素级语义理解:从分类到回归               李学龙; 赵致远   \n",
       "46          47              基于机器学习的人工智能技术专利数据集构建新策略       陈悦; 宋凯; 刘安蓉; 曹晓阳   \n",
       "47          48             唯物史观论域下人工智能的伦理问题思考与合伦理设计                田鹏颖; 周鑫   \n",
       "48          49      人工智能的时间感知——从“程序时间”过渡到“感受时间”的可能性                    陈群志   \n",
       "49          50               人工智能算法在铁道车辆动力学仿真中的应用进展        唐兆;董少迪;罗仁;蒋涛;邓锐   \n",
       "\n",
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       "1              中国工程科学  2021-06-15 16:22  NaN  185  下载   \n",
       "2               农机化研究        2021-06-15  NaN   90  下载   \n",
       "3               统计与决策  2021-06-04 11:09  NaN  401  下载   \n",
       "4              湖南社会科学        2021-05-28  NaN   69  下载   \n",
       "5   上海师范大学学报(哲学社会科学版)        2021-05-25  NaN  395  下载   \n",
       "6                遥感学报        2021-05-25  NaN  220  下载   \n",
       "7   上海师范大学学报(哲学社会科学版)        2021-05-25  NaN  102  下载   \n",
       "8              开放教育研究        2021-05-24  NaN  366  下载   \n",
       "9              新世纪图书馆        2021-05-20  NaN  135  下载   \n",
       "10             宁夏社会科学        2021-05-20  NaN  392  下载   \n",
       "11             城市规划学刊        2021-05-20  NaN   39  下载   \n",
       "12             浙江社会科学        2021-05-15  NaN  154  下载   \n",
       "13               治理研究        2021-05-15  NaN  904  下载   \n",
       "14               当代传播        2021-05-15  NaN  211  下载   \n",
       "15                学术界        2021-05-15  NaN   68  下载   \n",
       "16                学术界        2021-05-15  NaN   89  下载   \n",
       "17               现代法学        2021-05-15  NaN  389  下载   \n",
       "18               飞航导弹        2021-05-15  NaN  177  下载   \n",
       "19              国际新闻界        2021-05-15  NaN   23  下载   \n",
       "20    深圳大学学报(人文社会科学版)        2021-05-14  NaN  591  下载   \n",
       "21           计算机研究与发展        2021-05-14  NaN  105  下载   \n",
       "22           计算机研究与发展        2021-05-14  NaN  192  下载   \n",
       "23               中国考试        2021-05-07  NaN  185  下载   \n",
       "24             电化教育研究        2021-05-01  NaN  400  下载   \n",
       "25           中国广播电视学刊        2021-05-01  NaN  210  下载   \n",
       "26               中国外语        2021-05-01  NaN   58  下载   \n",
       "27               哲学研究        2021-04-25  NaN  167  下载   \n",
       "28            教育研究与实验        2021-04-20  NaN  111  下载   \n",
       "29                新闻界  2021-04-19 17:23  NaN  105  下载   \n",
       "30             国际城市规划        2021-04-19  NaN  391  下载   \n",
       "31    重庆邮电大学学报(自然科学版)        2021-04-15  NaN   74  下载   \n",
       "32               人文杂志        2021-04-15  NaN  149  下载   \n",
       "33               石油学报        2021-04-15  NaN  313  下载   \n",
       "34             中国远程教育        2021-04-13  NaN  586  下载   \n",
       "35         科技与法律(中英文)        2021-04-12  NaN  122  下载   \n",
       "36            自然辩证法研究        2021-04-09  NaN  145  下载   \n",
       "37         矿物岩石地球化学通报  2021-04-07 11:49  NaN  483  下载   \n",
       "38           计算机研究与发展        2021-04-06  NaN  331  下载   \n",
       "39    大连理工大学学报(社会科学版)  2021-04-01 15:31  NaN  279  下载   \n",
       "40             开放教育研究        2021-04-01  1.0  343  下载   \n",
       "41             开放教育研究        2021-04-01  NaN  319  下载   \n",
       "42    广西师范大学学报(自然科学版)        2021-03-25  NaN   30  下载   \n",
       "43  上海师范大学学报(哲学社会科学版)        2021-03-25  1.0  686  下载   \n",
       "44             广西社会科学        2021-03-25  NaN  379  下载   \n",
       "45          中国科学:信息科学  2021-03-24 10:18  NaN  149  下载   \n",
       "46               情报学报        2021-03-24  NaN  161  下载   \n",
       "47             宁夏社会科学        2021-03-20  NaN  350  下载   \n",
       "48            自然辩证法研究        2021-03-17  NaN  187  下载   \n",
       "49           交通运输工程学报  2021-03-16 11:06  NaN  267  下载   \n",
       "\n",
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       "1   https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
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       "3   https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "4   https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "5   https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "6   https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "7   https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "8   https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "9   https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "10  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "11  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "12  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "13  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "14  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "15  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "16  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "17  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "18  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "19  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "20  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "21  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "22  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "23  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "24  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "25  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "26  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "27  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "28  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "29  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "30  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "31  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "32  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "33  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "34  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "35  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "36  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "37  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "38  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "39  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "40  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "41  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "42  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "43  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "44  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "45  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "46  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "47  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "48  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "49  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "\n",
       "                                              PDF下载链接  \n",
       "0   https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "1   https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "2   https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "3   https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "4   https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "5   https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "6   https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "7   https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "8   https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "9   https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "10  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "11  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "12  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "13  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "14  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "15  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "16  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "17  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "18  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "19  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "20  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "21  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "22  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "23  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "24  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "25  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "26  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "27  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "28  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "29  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "30  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "31  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "32  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "33  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "34  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "35  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "36  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "37  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "38  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "39  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "40  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "41  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "42  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "43  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "44  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "45  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "46  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "47  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "48  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "49  https://kns.cnki.net/kcms/download.aspx?filena...  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pdf_links=pd.DataFrame({'PDF下载链接':pdf_href})\n",
    "df_首页=pd.concat([df_首页,df_pdf_links],axis=1)\n",
    "df_首页"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "gorgeous-custody",
   "metadata": {},
   "source": [
    "# 翻页获取更多信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "returning-access",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'下一页'"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "element = driver.find_element_by_id('PageNext')\n",
    "element.get_attribute('innerHTML')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "specialized-framework",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1/21'"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看上限\n",
    "element = driver.find_element_by_xpath('//span[@class=\"countPageMark\"]')\n",
    "page_str = element.get_attribute('innerHTML')\n",
    "page_str "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "rational-asian",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['1', '21']"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page_int = page_str.split('/')\n",
    "page_int"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "hairy-potter",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21]\n"
     ]
    }
   ],
   "source": [
    "pages = list(range(1,int(page_int[1])+1))\n",
    "print(pages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "vocal-channel",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 爬取前16页\n",
    "pages = list(range(1,17))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "major-mirror",
   "metadata": {},
   "outputs": [],
   "source": [
    "root_group=[]\n",
    "\n",
    "表格_html = dict()\n",
    "main_content =\"\"\n",
    "element = None\n",
    "\n",
    "def page_process(pages):\n",
    "    for p in pages:\n",
    "        print(p,end='\\t')\n",
    "        driver.find_element_by_id('PageNext').click()\n",
    "        time.sleep(2)\n",
    "        html=driver.page_source\n",
    "        root=fromstring(html)\n",
    "        root_group.append(root)\n",
    "        element = driver.find_element_by_id('gridTable')\n",
    "        main_content = element.get_attribute('innerHTML')\n",
    "        表格_html[p] = main_content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "numeric-airport",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\t2\t3\t4\t5\t6\t7\t8\t9\t10\t11\t12\t13\t14\t15\t16\t"
     ]
    }
   ],
   "source": [
    "# 翻页\n",
    "page_process(pages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "vocational-committee",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>html_snippets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>\\n&lt;div class=\"toolbar\"&gt;&lt;div id=\"countPageDiv\" ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>\\n&lt;div class=\"toolbar\"&gt;&lt;div id=\"countPageDiv\" ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>\\n&lt;div class=\"toolbar\"&gt;&lt;div id=\"countPageDiv\" ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>\\n&lt;div class=\"toolbar\"&gt;&lt;div id=\"countPageDiv\" ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>\\n&lt;div class=\"toolbar\"&gt;&lt;div id=\"countPageDiv\" ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>\\n&lt;div class=\"toolbar\"&gt;&lt;div id=\"countPageDiv\" ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>\\n&lt;div class=\"toolbar\"&gt;&lt;div id=\"countPageDiv\" ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>\\n&lt;div class=\"toolbar\"&gt;&lt;div id=\"countPageDiv\" ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>\\n&lt;div class=\"toolbar\"&gt;&lt;div id=\"countPageDiv\" ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>\\n&lt;div class=\"toolbar\"&gt;&lt;div id=\"countPageDiv\" ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>\\n&lt;div class=\"toolbar\"&gt;&lt;div id=\"countPageDiv\" ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>\\n&lt;div class=\"toolbar\"&gt;&lt;div id=\"countPageDiv\" ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>\\n&lt;div class=\"toolbar\"&gt;&lt;div id=\"countPageDiv\" ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>\\n&lt;div class=\"toolbar\"&gt;&lt;div id=\"countPageDiv\" ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>\\n&lt;div class=\"toolbar\"&gt;&lt;div id=\"countPageDiv\" ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>\\n&lt;div class=\"toolbar\"&gt;&lt;div id=\"countPageDiv\" ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        html_snippets\n",
       "1   \\n<div class=\"toolbar\"><div id=\"countPageDiv\" ...\n",
       "2   \\n<div class=\"toolbar\"><div id=\"countPageDiv\" ...\n",
       "3   \\n<div class=\"toolbar\"><div id=\"countPageDiv\" ...\n",
       "4   \\n<div class=\"toolbar\"><div id=\"countPageDiv\" ...\n",
       "5   \\n<div class=\"toolbar\"><div id=\"countPageDiv\" ...\n",
       "6   \\n<div class=\"toolbar\"><div id=\"countPageDiv\" ...\n",
       "7   \\n<div class=\"toolbar\"><div id=\"countPageDiv\" ...\n",
       "8   \\n<div class=\"toolbar\"><div id=\"countPageDiv\" ...\n",
       "9   \\n<div class=\"toolbar\"><div id=\"countPageDiv\" ...\n",
       "10  \\n<div class=\"toolbar\"><div id=\"countPageDiv\" ...\n",
       "11  \\n<div class=\"toolbar\"><div id=\"countPageDiv\" ...\n",
       "12  \\n<div class=\"toolbar\"><div id=\"countPageDiv\" ...\n",
       "13  \\n<div class=\"toolbar\"><div id=\"countPageDiv\" ...\n",
       "14  \\n<div class=\"toolbar\"><div id=\"countPageDiv\" ...\n",
       "15  \\n<div class=\"toolbar\"><div id=\"countPageDiv\" ...\n",
       "16  \\n<div class=\"toolbar\"><div id=\"countPageDiv\" ..."
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame([表格_html]).T\n",
    "df.columns = [\"html_snippets\"]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "foster-region",
   "metadata": {},
   "outputs": [],
   "source": [
    "l_df = []\n",
    "for p in pages:\n",
    "    表格 = pd.read_html(表格_html[p])[0]\n",
    "    l_df.append(表格)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "distant-stroke",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>篇名</th>\n",
       "      <th>作者</th>\n",
       "      <th>刊名</th>\n",
       "      <th>发表时间</th>\n",
       "      <th>被引</th>\n",
       "      <th>下载</th>\n",
       "      <th>操作</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>51</td>\n",
       "      <td>人工智能技术路线的洞察与人机传播新范式的构建</td>\n",
       "      <td>程思琪; 喻国明</td>\n",
       "      <td>全球传媒学刊</td>\n",
       "      <td>2021-03-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>297</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>52</td>\n",
       "      <td>利用质量估计改进无监督神经机器翻译</td>\n",
       "      <td>徐佳; 叶娜; 张桂平; 黎天宇</td>\n",
       "      <td>中文信息学报</td>\n",
       "      <td>2021-03-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>53</td>\n",
       "      <td>马赛克作战理念解析</td>\n",
       "      <td>王瑶; 曾维贵; 姜义; 王磊</td>\n",
       "      <td>飞航导弹</td>\n",
       "      <td>2021-03-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>103</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>54</td>\n",
       "      <td>多模态学习分析：“多模态”驱动的智能教育研究新趋向</td>\n",
       "      <td>王一岩; 王杨春晓; 郑永和</td>\n",
       "      <td>中国电化教育</td>\n",
       "      <td>2021-03-10</td>\n",
       "      <td>2.0</td>\n",
       "      <td>822</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>55</td>\n",
       "      <td>多目标机器学习钢的四种力学性能</td>\n",
       "      <td>魏清华; 熊杰; 孙升; 张统一</td>\n",
       "      <td>中国科学:技术科学</td>\n",
       "      <td>2021-03-08 12:57</td>\n",
       "      <td>NaN</td>\n",
       "      <td>147</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>846</td>\n",
       "      <td>法国法上的人工胚胎</td>\n",
       "      <td>叶名怡</td>\n",
       "      <td>华东政法大学学报</td>\n",
       "      <td>2015-09-20</td>\n",
       "      <td>56.0</td>\n",
       "      <td>1568</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>847</td>\n",
       "      <td>基于主题模型和统计机器翻译方法的中文格律诗自动生成</td>\n",
       "      <td>蒋锐滢; 崔磊; 何晶; 周明; 潘志庚</td>\n",
       "      <td>计算机学报</td>\n",
       "      <td>2015-08-25 10:35</td>\n",
       "      <td>19.0</td>\n",
       "      <td>632</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>848</td>\n",
       "      <td>机体哲学视野中的人工物研究</td>\n",
       "      <td>王前; 杨阳</td>\n",
       "      <td>科学技术哲学研究</td>\n",
       "      <td>2015-08-05</td>\n",
       "      <td>7.0</td>\n",
       "      <td>243</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>849</td>\n",
       "      <td>求解随机阻塞批量流水线调度问题的改进人工蜂群算法</td>\n",
       "      <td>韩玉艳; 巩敦卫; 张勇</td>\n",
       "      <td>中国科技论文</td>\n",
       "      <td>2015-07-23</td>\n",
       "      <td>4.0</td>\n",
       "      <td>159</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>850</td>\n",
       "      <td>采用路径IRP的Windows恶意进程检测方法</td>\n",
       "      <td>张福勇; 赵铁柱</td>\n",
       "      <td>沈阳工业大学学报</td>\n",
       "      <td>2015-07-15</td>\n",
       "      <td>5.0</td>\n",
       "      <td>66</td>\n",
       "      <td>下载</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                         篇名                    作者         刊名  \\\n",
       "0            51     人工智能技术路线的洞察与人机传播新范式的构建              程思琪; 喻国明     全球传媒学刊   \n",
       "1            52          利用质量估计改进无监督神经机器翻译      徐佳; 叶娜; 张桂平; 黎天宇     中文信息学报   \n",
       "2            53                  马赛克作战理念解析       王瑶; 曾维贵; 姜义; 王磊       飞航导弹   \n",
       "3            54  多模态学习分析：“多模态”驱动的智能教育研究新趋向        王一岩; 王杨春晓; 郑永和     中国电化教育   \n",
       "4            55            多目标机器学习钢的四种力学性能      魏清华; 熊杰; 孙升; 张统一  中国科学:技术科学   \n",
       "..          ...                        ...                   ...        ...   \n",
       "795         846                  法国法上的人工胚胎                   叶名怡   华东政法大学学报   \n",
       "796         847  基于主题模型和统计机器翻译方法的中文格律诗自动生成  蒋锐滢; 崔磊; 何晶; 周明; 潘志庚      计算机学报   \n",
       "797         848              机体哲学视野中的人工物研究                王前; 杨阳   科学技术哲学研究   \n",
       "798         849   求解随机阻塞批量流水线调度问题的改进人工蜂群算法          韩玉艳; 巩敦卫; 张勇     中国科技论文   \n",
       "799         850    采用路径IRP的Windows恶意进程检测方法              张福勇; 赵铁柱   沈阳工业大学学报   \n",
       "\n",
       "                 发表时间    被引    下载  操作  \n",
       "0          2021-03-15   NaN   297  下载  \n",
       "1          2021-03-15   NaN    23  下载  \n",
       "2          2021-03-15   NaN   103  下载  \n",
       "3          2021-03-10   2.0   822  下载  \n",
       "4    2021-03-08 12:57   NaN   147  下载  \n",
       "..                ...   ...   ...  ..  \n",
       "795        2015-09-20  56.0  1568  下载  \n",
       "796  2015-08-25 10:35  19.0   632  下载  \n",
       "797        2015-08-05   7.0   243  下载  \n",
       "798        2015-07-23   4.0   159  下载  \n",
       "799        2015-07-15   5.0    66  下载  \n",
       "\n",
       "[800 rows x 8 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_url_out = pd.concat(l_df).reset_index(drop=True)\n",
    "df_url_out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "material-electronics",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# 详细页链接\n",
    "href_group=[]\n",
    "\n",
    "for root in root_group:\n",
    "    href = root.xpath('.//*[@id=\"gridTable\"]/table/tbody/tr/td[2]/a/@href')\n",
    "    href_group.append(href)\n",
    "    \n",
    "href_group=href_group[0]+href_group[1]+href_group[2]+href_group[3]+href_group[4]+href_group[5]+href_group[6]+href_group[7]+href_group[8]+href_group[9]+href_group[10]+href_group[11]+href_group[12]+href_group[13]+href_group[14]+href_group[15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "charming-frank",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>详细页链接</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <th>795</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 详细页链接\n",
       "0    https://kns.cnki.net/kcms/detail/detail.aspx?d...\n",
       "1    https://kns.cnki.net/kcms/detail/detail.aspx?d...\n",
       "2    https://kns.cnki.net/kcms/detail/detail.aspx?d...\n",
       "3    https://kns.cnki.net/kcms/detail/detail.aspx?d...\n",
       "4    https://kns.cnki.net/kcms/detail/detail.aspx?d...\n",
       "..                                                 ...\n",
       "795  https://kns.cnki.net/kcms/detail/detail.aspx?d...\n",
       "796  https://kns.cnki.net/kcms/detail/detail.aspx?d...\n",
       "797  https://kns.cnki.net/kcms/detail/detail.aspx?d...\n",
       "798  https://kns.cnki.net/kcms/detail/detail.aspx?d...\n",
       "799  https://kns.cnki.net/kcms/detail/detail.aspx?d...\n",
       "\n",
       "[800 rows x 1 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "href_group_correct=[correct(x) for x in href_group]\n",
    "df_link=pd.DataFrame({'详细页链接':href_group_correct})\n",
    "df_link"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "later-humidity",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    }
   ],
   "source": [
    "# 遍历PDF的下载链接\n",
    "pdf_links=[]\n",
    "link_num = 0\n",
    "\n",
    "for url in href_group_correct:\n",
    "    try:\n",
    "        r = session.get(url)\n",
    "        pdf_link_xpath=r.html.xpath('//*[@id=\"pdfDown\"]/@href')[1]\n",
    "        pdf_links.append(pdf_link_xpath)\n",
    "        link_num += 1\n",
    "        print(link_num)\n",
    "    except:\n",
    "        continue\n",
    "    time.sleep(0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "known-control",
   "metadata": {},
   "outputs": [],
   "source": [
    "pdf_links_correct=['https://kns.cnki.net'+link for link in pdf_links]\n",
    "df_pdf_download=pd.DataFrame({'PDF下载链接':pdf_links_correct})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "collaborative-novelty",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PDF下载链接</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               PDF下载链接\n",
       "0    https://kns.cnki.net/kcms/download.aspx?filena...\n",
       "1    https://kns.cnki.net/kcms/download.aspx?filena...\n",
       "2    https://kns.cnki.net/kcms/download.aspx?filena...\n",
       "3    https://kns.cnki.net/kcms/download.aspx?filena...\n",
       "4    https://kns.cnki.net/kcms/download.aspx?filena...\n",
       "..                                                 ...\n",
       "795  https://kns.cnki.net/kcms/download.aspx?filena...\n",
       "796  https://kns.cnki.net/kcms/download.aspx?filena...\n",
       "797  https://kns.cnki.net/kcms/download.aspx?filena...\n",
       "798  https://kns.cnki.net/kcms/download.aspx?filena...\n",
       "799  https://kns.cnki.net/kcms/download.aspx?filena...\n",
       "\n",
       "[800 rows x 1 columns]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pdf_download"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "social-transmission",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>详细页链接</th>\n",
       "      <th>PDF下载链接</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 详细页链接  \\\n",
       "0    https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "1    https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "2    https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "3    https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "4    https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "..                                                 ...   \n",
       "795  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "796  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "797  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "798  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "799  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "\n",
       "                                               PDF下载链接  \n",
       "0    https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "1    https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "2    https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "3    https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "4    https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "..                                                 ...  \n",
       "795  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "796  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "797  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "798  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "799  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "\n",
       "[800 rows x 2 columns]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_链接列表合并=pd.concat([df_link,df_pdf_download],axis=1)\n",
    "df_链接列表合并"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "selected-surprise",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>篇名</th>\n",
       "      <th>作者</th>\n",
       "      <th>刊名</th>\n",
       "      <th>发表时间</th>\n",
       "      <th>被引</th>\n",
       "      <th>下载</th>\n",
       "      <th>操作</th>\n",
       "      <th>详细页链接</th>\n",
       "      <th>PDF下载链接</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>51</td>\n",
       "      <td>人工智能技术路线的洞察与人机传播新范式的构建</td>\n",
       "      <td>程思琪; 喻国明</td>\n",
       "      <td>全球传媒学刊</td>\n",
       "      <td>2021-03-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>297</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>52</td>\n",
       "      <td>利用质量估计改进无监督神经机器翻译</td>\n",
       "      <td>徐佳; 叶娜; 张桂平; 黎天宇</td>\n",
       "      <td>中文信息学报</td>\n",
       "      <td>2021-03-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>53</td>\n",
       "      <td>马赛克作战理念解析</td>\n",
       "      <td>王瑶; 曾维贵; 姜义; 王磊</td>\n",
       "      <td>飞航导弹</td>\n",
       "      <td>2021-03-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>103</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>54</td>\n",
       "      <td>多模态学习分析：“多模态”驱动的智能教育研究新趋向</td>\n",
       "      <td>王一岩; 王杨春晓; 郑永和</td>\n",
       "      <td>中国电化教育</td>\n",
       "      <td>2021-03-10</td>\n",
       "      <td>2.0</td>\n",
       "      <td>822</td>\n",
       "      <td>下载</td>\n",
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       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>55</td>\n",
       "      <td>多目标机器学习钢的四种力学性能</td>\n",
       "      <td>魏清华; 熊杰; 孙升; 张统一</td>\n",
       "      <td>中国科学:技术科学</td>\n",
       "      <td>2021-03-08 12:57</td>\n",
       "      <td>NaN</td>\n",
       "      <td>147</td>\n",
       "      <td>下载</td>\n",
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       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>846</td>\n",
       "      <td>法国法上的人工胚胎</td>\n",
       "      <td>叶名怡</td>\n",
       "      <td>华东政法大学学报</td>\n",
       "      <td>2015-09-20</td>\n",
       "      <td>56.0</td>\n",
       "      <td>1568</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>847</td>\n",
       "      <td>基于主题模型和统计机器翻译方法的中文格律诗自动生成</td>\n",
       "      <td>蒋锐滢; 崔磊; 何晶; 周明; 潘志庚</td>\n",
       "      <td>计算机学报</td>\n",
       "      <td>2015-08-25 10:35</td>\n",
       "      <td>19.0</td>\n",
       "      <td>632</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
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       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>848</td>\n",
       "      <td>机体哲学视野中的人工物研究</td>\n",
       "      <td>王前; 杨阳</td>\n",
       "      <td>科学技术哲学研究</td>\n",
       "      <td>2015-08-05</td>\n",
       "      <td>7.0</td>\n",
       "      <td>243</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>849</td>\n",
       "      <td>求解随机阻塞批量流水线调度问题的改进人工蜂群算法</td>\n",
       "      <td>韩玉艳; 巩敦卫; 张勇</td>\n",
       "      <td>中国科技论文</td>\n",
       "      <td>2015-07-23</td>\n",
       "      <td>4.0</td>\n",
       "      <td>159</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>850</td>\n",
       "      <td>采用路径IRP的Windows恶意进程检测方法</td>\n",
       "      <td>张福勇; 赵铁柱</td>\n",
       "      <td>沈阳工业大学学报</td>\n",
       "      <td>2015-07-15</td>\n",
       "      <td>5.0</td>\n",
       "      <td>66</td>\n",
       "      <td>下载</td>\n",
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       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
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       "     Unnamed: 0                         篇名                    作者         刊名  \\\n",
       "0            51     人工智能技术路线的洞察与人机传播新范式的构建              程思琪; 喻国明     全球传媒学刊   \n",
       "1            52          利用质量估计改进无监督神经机器翻译      徐佳; 叶娜; 张桂平; 黎天宇     中文信息学报   \n",
       "2            53                  马赛克作战理念解析       王瑶; 曾维贵; 姜义; 王磊       飞航导弹   \n",
       "3            54  多模态学习分析：“多模态”驱动的智能教育研究新趋向        王一岩; 王杨春晓; 郑永和     中国电化教育   \n",
       "4            55            多目标机器学习钢的四种力学性能      魏清华; 熊杰; 孙升; 张统一  中国科学:技术科学   \n",
       "..          ...                        ...                   ...        ...   \n",
       "795         846                  法国法上的人工胚胎                   叶名怡   华东政法大学学报   \n",
       "796         847  基于主题模型和统计机器翻译方法的中文格律诗自动生成  蒋锐滢; 崔磊; 何晶; 周明; 潘志庚      计算机学报   \n",
       "797         848              机体哲学视野中的人工物研究                王前; 杨阳   科学技术哲学研究   \n",
       "798         849   求解随机阻塞批量流水线调度问题的改进人工蜂群算法          韩玉艳; 巩敦卫; 张勇     中国科技论文   \n",
       "799         850    采用路径IRP的Windows恶意进程检测方法              张福勇; 赵铁柱   沈阳工业大学学报   \n",
       "\n",
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       "3          2021-03-10   2.0   822  下载   \n",
       "4    2021-03-08 12:57   NaN   147  下载   \n",
       "..                ...   ...   ...  ..   \n",
       "795        2015-09-20  56.0  1568  下载   \n",
       "796  2015-08-25 10:35  19.0   632  下载   \n",
       "797        2015-08-05   7.0   243  下载   \n",
       "798        2015-07-23   4.0   159  下载   \n",
       "799        2015-07-15   5.0    66  下载   \n",
       "\n",
       "                                                 详细页链接  \\\n",
       "0    https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "1    https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "2    https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "3    https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "4    https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "..                                                 ...   \n",
       "795  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "796  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "797  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "798  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "799  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "\n",
       "                                               PDF下载链接  \n",
       "0    https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "1    https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "2    https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "3    https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "4    https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "..                                                 ...  \n",
       "795  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "796  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "797  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "798  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "799  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "\n",
       "[800 rows x 10 columns]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_合并=pd.concat([df_url_out,df_链接列表合并],axis=1)\n",
    "df_合并"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "automotive-runner",
   "metadata": {},
   "outputs": [
    {
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       "      <td>人工智能技术路线的洞察与人机传播新范式的构建</td>\n",
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       "      <td>147</td>\n",
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       "     Unnamed: 0                         篇名                    作者         刊名  \\\n",
       "0            51     人工智能技术路线的洞察与人机传播新范式的构建              程思琪; 喻国明     全球传媒学刊   \n",
       "1            52          利用质量估计改进无监督神经机器翻译      徐佳; 叶娜; 张桂平; 黎天宇     中文信息学报   \n",
       "2            53                  马赛克作战理念解析       王瑶; 曾维贵; 姜义; 王磊       飞航导弹   \n",
       "3            54  多模态学习分析：“多模态”驱动的智能教育研究新趋向        王一岩; 王杨春晓; 郑永和     中国电化教育   \n",
       "4            55            多目标机器学习钢的四种力学性能      魏清华; 熊杰; 孙升; 张统一  中国科学:技术科学   \n",
       "..          ...                        ...                   ...        ...   \n",
       "795         846                  法国法上的人工胚胎                   叶名怡   华东政法大学学报   \n",
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       "797         848              机体哲学视野中的人工物研究                王前; 杨阳   科学技术哲学研究   \n",
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  {
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   "id": "alert-equity",
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       "     index  Unnamed: 0                         篇名                     作者  \\\n",
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       "2        2           3       基于机器学习的农用飞行器路径规划系统设计                    赵海发   \n",
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       "4        4           5           人工智能法律系统推理的方法论审思               周世中; 吕桐弢   \n",
       "..     ...         ...                        ...                    ...   \n",
       "845    795         846                  法国法上的人工胚胎                    叶名怡   \n",
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       "847    797         848              机体哲学视野中的人工物研究                 王前; 杨阳   \n",
       "848    798         849   求解随机阻塞批量流水线调度问题的改进人工蜂群算法           韩玉艳; 巩敦卫; 张勇   \n",
       "849    799         850    采用路径IRP的Windows恶意进程检测方法               张福勇; 赵铁柱   \n",
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       "..        ...               ...   ...   ...  ..   \n",
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       "847  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
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       "849  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
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       "..                                                 ...  \n",
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       "\n",
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    "df_总表"
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  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "annoying-weather",
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       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>基于机器学习的因果推断方法研究进展</td>\n",
       "      <td>李超; 求文星</td>\n",
       "      <td>统计与决策</td>\n",
       "      <td>2021-06-04 11:09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>401</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>人工智能法律系统推理的方法论审思</td>\n",
       "      <td>周世中; 吕桐弢</td>\n",
       "      <td>湖南社会科学</td>\n",
       "      <td>2021-05-28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>795</td>\n",
       "      <td>846</td>\n",
       "      <td>法国法上的人工胚胎</td>\n",
       "      <td>叶名怡</td>\n",
       "      <td>华东政法大学学报</td>\n",
       "      <td>2015-09-20</td>\n",
       "      <td>56.0</td>\n",
       "      <td>1568</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>796</td>\n",
       "      <td>847</td>\n",
       "      <td>基于主题模型和统计机器翻译方法的中文格律诗自动生成</td>\n",
       "      <td>蒋锐滢; 崔磊; 何晶; 周明; 潘志庚</td>\n",
       "      <td>计算机学报</td>\n",
       "      <td>2015-08-25 10:35</td>\n",
       "      <td>19.0</td>\n",
       "      <td>632</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>797</td>\n",
       "      <td>848</td>\n",
       "      <td>机体哲学视野中的人工物研究</td>\n",
       "      <td>王前; 杨阳</td>\n",
       "      <td>科学技术哲学研究</td>\n",
       "      <td>2015-08-05</td>\n",
       "      <td>7.0</td>\n",
       "      <td>243</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>848</th>\n",
       "      <td>798</td>\n",
       "      <td>849</td>\n",
       "      <td>求解随机阻塞批量流水线调度问题的改进人工蜂群算法</td>\n",
       "      <td>韩玉艳; 巩敦卫; 张勇</td>\n",
       "      <td>中国科技论文</td>\n",
       "      <td>2015-07-23</td>\n",
       "      <td>4.0</td>\n",
       "      <td>159</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>849</th>\n",
       "      <td>799</td>\n",
       "      <td>850</td>\n",
       "      <td>采用路径IRP的Windows恶意进程检测方法</td>\n",
       "      <td>张福勇; 赵铁柱</td>\n",
       "      <td>沈阳工业大学学报</td>\n",
       "      <td>2015-07-15</td>\n",
       "      <td>5.0</td>\n",
       "      <td>66</td>\n",
       "      <td>下载</td>\n",
       "      <td>https://kns.cnki.net/kcms/detail/detail.aspx?d...</td>\n",
       "      <td>https://kns.cnki.net/kcms/download.aspx?filena...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>850 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index  Unnamed: 0                         篇名                     作者  \\\n",
       "0        0           1          机器学习在奶牛临床疾病预测中的应用  冯妍; 高志天; 郑炜缤; 杨仲涛; 董强   \n",
       "1        1           2          基于人工智能的内容安全发展战略研究               朱世强; 王永恒   \n",
       "2        2           3       基于机器学习的农用飞行器路径规划系统设计                    赵海发   \n",
       "3        3           4          基于机器学习的因果推断方法研究进展                李超; 求文星   \n",
       "4        4           5           人工智能法律系统推理的方法论审思               周世中; 吕桐弢   \n",
       "..     ...         ...                        ...                    ...   \n",
       "845    795         846                  法国法上的人工胚胎                    叶名怡   \n",
       "846    796         847  基于主题模型和统计机器翻译方法的中文格律诗自动生成   蒋锐滢; 崔磊; 何晶; 周明; 潘志庚   \n",
       "847    797         848              机体哲学视野中的人工物研究                 王前; 杨阳   \n",
       "848    798         849   求解随机阻塞批量流水线调度问题的改进人工蜂群算法           韩玉艳; 巩敦卫; 张勇   \n",
       "849    799         850    采用路径IRP的Windows恶意进程检测方法               张福勇; 赵铁柱   \n",
       "\n",
       "           刊名              发表时间    被引    下载  操作  \\\n",
       "0      动物医学进展        2021-06-18   NaN    59  下载   \n",
       "1      中国工程科学  2021-06-15 16:22   NaN   185  下载   \n",
       "2       农机化研究        2021-06-15   NaN    90  下载   \n",
       "3       统计与决策  2021-06-04 11:09   NaN   401  下载   \n",
       "4      湖南社会科学        2021-05-28   NaN    69  下载   \n",
       "..        ...               ...   ...   ...  ..   \n",
       "845  华东政法大学学报        2015-09-20  56.0  1568  下载   \n",
       "846     计算机学报  2015-08-25 10:35  19.0   632  下载   \n",
       "847  科学技术哲学研究        2015-08-05   7.0   243  下载   \n",
       "848    中国科技论文        2015-07-23   4.0   159  下载   \n",
       "849  沈阳工业大学学报        2015-07-15   5.0    66  下载   \n",
       "\n",
       "                                                 详细页链接  \\\n",
       "0    https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "1    https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "2    https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "3    https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "4    https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "..                                                 ...   \n",
       "845  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "846  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "847  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "848  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "849  https://kns.cnki.net/kcms/detail/detail.aspx?d...   \n",
       "\n",
       "                                               PDF下载链接  \n",
       "0    https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "1    https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "2    https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "3    https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "4    https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "..                                                 ...  \n",
       "845  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "846  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "847  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "848  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "849  https://kns.cnki.net/kcms/download.aspx?filena...  \n",
       "\n",
       "[850 rows x 11 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将内容表格存在本地\n",
    "with pd.ExcelWriter('CNKI.xlsx',mode='w',engine=\"openpyxl\") as writer:  \n",
    "            df_总表.to_excel(writer,sheet_name=\"知网\")\n",
    "display(df_总表)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "amended-refrigerator",
   "metadata": {},
   "source": [
    "# 下载refworks文件及原文"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "funky-grove",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n"
     ]
    }
   ],
   "source": [
    "# 导出refworks文件（.txt）和下载文章\n",
    "# 因为知网额限制，每次全选不能超过500，因此需要分2次进行\n",
    "\n",
    "pages = list(range(1,11))\n",
    "print(pages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "brown-exchange",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 返回第一页面\n",
    "driver.find_element_by_id('total').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "homeless-henry",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 清除所有选中\n",
    "driver.find_element_by_xpath('//*[@id=\"gridTable\"]/div[1]/div[2]/div[1]/a').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "induced-inquiry",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 选中页面50篇 —> 翻页\n",
    "def process_choose(pages):\n",
    "    for p in pages:\n",
    "        print (p,end='\\t')\n",
    "        全选 = driver.find_element_by_id('selectCheckAll1')\n",
    "        全选.click()\n",
    "        time.sleep(20*random())\n",
    "        跳转 = driver.find_element_by_id('PageNext')\n",
    "        跳转.click()\n",
    "        time.sleep(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "american-sunglasses",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\t2\t3\t4\t5\t6\t7\t8\t9\t10\t"
     ]
    }
   ],
   "source": [
    "process_choose(pages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "unknown-monte",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导出与分析 \n",
    "driver.find_element_by_xpath('//i[@class=\"icon-d\"]').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "injured-supervisor",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 点击导出文献\n",
    "driver.find_element_by_xpath('//i[@class=\"icon-r\"]').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "ceramic-nigeria",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 点击refworks\n",
    "driver.find_element_by_xpath('//a[@exporttype=\"Refworks\"]').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "neural-marble",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['CDwindow-BE8D5AD5C5157F8B040DBBCE570E9D7A',\n",
       " 'CDwindow-71130A7E40C92D1EA7F2F41D8FC05DCA',\n",
       " 'CDwindow-C1194BDBAC93114DE86B8CDA174E8D9D']"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 输入看所有窗口ID\n",
    "driver.window_handles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "hungarian-columbia",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-90-520070efe65b>:2: DeprecationWarning: use driver.switch_to.window instead\n",
      "  driver.switch_to_window(driver.window_handles[2])\n"
     ]
    }
   ],
   "source": [
    "# 窗口切换\n",
    "driver.switch_to_window(driver.window_handles[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "coupled-chester",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导出选中的txt文件\n",
    "driver.find_element_by_xpath('//i[@class=\"icon icon-export\"]').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "going-color",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-92-0188c2a7ff70>:2: DeprecationWarning: use driver.switch_to.window instead\n",
      "  driver.switch_to_window(driver.window_handles[1])\n"
     ]
    }
   ],
   "source": [
    "# 窗口切换\n",
    "driver.switch_to_window(driver.window_handles[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "quality-burning",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 清除所有的选择\n",
    "element=driver.find_element_by_xpath('//*[@id=\"gridTable\"]/div[1]/div[2]/div[1]/a')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "flexible-folks",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[10, 11, 12, 13, 14, 15, 16]\n"
     ]
    }
   ],
   "source": [
    "# 开始第二轮下载\n",
    "pages = list(range(10,17))\n",
    "print(pages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "muslim-celtic",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10\t11\t12\t13\t14\t15\t16\t"
     ]
    }
   ],
   "source": [
    "process_choose(pages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "coordinate-evans",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导出与分析 \n",
    "driver.find_element_by_xpath('//i[@class=\"icon-d\"]').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "generic-courtesy",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导出文献\n",
    "driver.find_element_by_xpath('//i[@class=\"icon-r\"]').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "accessible-forward",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 点击Refworks\n",
    "driver.find_element_by_xpath('//a[@exporttype=\"Refworks\"]').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "atmospheric-reverse",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['CDwindow-BE8D5AD5C5157F8B040DBBCE570E9D7A',\n",
       " 'CDwindow-71130A7E40C92D1EA7F2F41D8FC05DCA',\n",
       " 'CDwindow-C1194BDBAC93114DE86B8CDA174E8D9D',\n",
       " 'CDwindow-80376B434CE7A4A0B0BA564E2A490F0F']"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 所有窗口ID\n",
    "driver.window_handles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "amateur-bahamas",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-100-1f3bb34cc9cb>:2: DeprecationWarning: use driver.switch_to.window instead\n",
      "  driver.switch_to_window(driver.window_handles[3])\n"
     ]
    }
   ],
   "source": [
    "# 窗口切换\n",
    "driver.switch_to_window(driver.window_handles[3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "recreational-carol",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导出 .txt文件\n",
    "driver.find_element_by_xpath('//i[@class=\"icon icon-export\"]').click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "accepted-browse",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-102-0188c2a7ff70>:2: DeprecationWarning: use driver.switch_to.window instead\n",
      "  driver.switch_to_window(driver.window_handles[1])\n"
     ]
    }
   ],
   "source": [
    "# 窗口切换\n",
    "driver.switch_to_window(driver.window_handles[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "printable-compact",
   "metadata": {},
   "source": [
    "# 批量下载PDF"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "iraqi-bobby",
   "metadata": {},
   "source": [
    "# 调用图鉴api"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "underlying-revelation",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from selenium import webdriver \n",
    "import time\n",
    "import re\n",
    "from urllib.parse import urljoin\n",
    "from uuid import uuid4\n",
    "import requests\n",
    "import base64\n",
    "from PIL  import Image\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "meaning-pressure",
   "metadata": {},
   "outputs": [],
   "source": [
    "#详情看接口文档 https://shimo.im/docs/MJm6EW3fdHknjjHX/read\n",
    "uname = \"SUP\"\n",
    "pwd = \"Saberaimer99\"\n",
    "typeid  = \"3\"\n",
    "def base64_api(uname, pwd, img, typeid):\n",
    "    with open('screenImg.png', 'rb') as f:    \n",
    "        base64_data = base64.b64encode(f.read())\n",
    "        img = base64_data.decode()\n",
    "    data = {\"username\": uname, \"password\": pwd, \"typeid\": typeid, \"image\": img}\n",
    "    time.sleep(1)\n",
    "    result = json.loads(requests.post(\"http://api.ttshitu.com/predict\", json=data).text)\n",
    "    if result['success']:\n",
    "        return result[\"data\"][\"result\"]\n",
    "    else:\n",
    "        return result[\"message\"]\n",
    "    return \"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "current-ministry",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-105-0dfe2a1ada8f>:1: DeprecationWarning: use driver.switch_to.window instead\n",
      "  driver.switch_to_window(driver.window_handles[2])\n"
     ]
    }
   ],
   "source": [
    "driver.switch_to_window(driver.window_handles[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "amino-northwest",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "机器学习算法在麻醉领域的应用----已下载\n",
      "加速器模型和治疗计划系统对知识库计划模型的影响：一项基于宫颈癌适形调强放射放疗计划的研究----已下载\n",
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      "智能传播中算法偏见的成因、影响与对策----已下载\n",
      "儿童眼病的人工智能研究进展----已下载\n",
      "区块链与人工智能在财经翻译中的应用:缘起、场景和路径----已下载\n",
      "机器直觉----已下载\n",
      "基于机器学习的肠道菌群数据建模与分析研究综述----已下载\n",
      "复述平行语料构建及其应用方法研究----已下载\n",
      "面向卷烟爆珠放行检验的气泡缺陷检测方法----已下载\n",
      "理解为自然历史过程的人工智能----已下载\n",
      "效率为先：机器翻译译后编辑技术综述----已下载\n",
      "基于人工智能的苗木质量无损检测研究进展----已下载\n",
      "人工智能将把教育带往何方——WIPO《2019技术趋势：人工智能》报告解读----已下载\n",
      "对立抑或超越：人工智能引发的青年就业效应及其前景----已下载\n",
      "人工智能与教育教学融合的应然之态与实然之道----已下载\n",
      "基于机器学习的设备预测性维护方法综述----已下载\n",
      "第四次工业革命背景下加速主义与终身学习的发展愿景----已下载\n",
      "人工智能视域下开放大学教师的信息素养提升:挑战、技术支持与实施策略----已下载\n",
      "论思想政治教育网络观的演进与理论创新----已下载\n",
      "哲学与认知科学交叉融合的途径----已下载\n",
      "数字时代的身体意义——科幻电影中的三种虚拟人身体范式探析----已下载\n",
      "基于机器学习算法的食用植物油掺伪鉴别的研究进展----已下载\n",
      "“机器意识”何以可能——人工智能时代“机器不能被骗”立场之坚守----已下载\n",
      "论司法裁判的人工智能化及其限度----已下载\n",
      "机器人写作的身份确权与责任归属研究----已下载\n",
      "自然、传感器和互联：后人类时代的智能化艺术----已下载\n",
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      "人工智能会获得创造力吗?----已下载\n",
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      "人工智能时代教育的应对----已下载\n",
      "人工智能对组织决策的影响、挑战与展望----已下载\n",
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      "从“关系权”到“信息权”:大数据促进精准扶贫的影响机制研究——以精准识别为例----已下载\n",
      "人工智能教育伦理的多维审视——基于马克思技术批判和人的全面发展理论----已下载\n",
      "算法权力及其规制----已下载\n",
      "人工智能背景下的出版业知识服务模式研究----已下载\n",
      "计算广告的兴起背景、运作机理和演进轨迹----已下载\n",
      "技术智慧:智慧教育的天命与责任——兼论人工智能发展对智慧教育的影响----已下载\n",
      "人工智能对经济计量方法的重要影响----已下载\n",
      "人工智能与计算传播学----已下载\n",
      "机器学习系统的隐私和安全问题综述----已下载\n",
      "人工智能系统安全与隐私风险----已下载\n",
      "体外多酶分子机器的现状和最新进展----已下载\n",
      "人工智能航天领域应用参考模型----已下载\n",
      "如何认识人工智能的伦理冲突?——研究回顾与展望----已下载\n",
      "人工智能炒股能跑赢大盘吗？----已下载\n",
      "国外教育人工智能研究主题及趋势分析——基于Web of Science文献关键词的可视化分析----已下载\n",
      "人工智能视域下的社会学“费孝通悖论”求解----已下载\n",
      "走向人机合作的政策过程及其伦理重塑----已下载\n",
      "机器下棋的历史与启示——从“深蓝”到AlphaZero----已下载\n",
      "依然在路上：教学人工智能的发展与局限----已下载\n",
      "翻译技术的伦理探索----已下载\n",
      "基于全球专利信息的智能金融关键技术分析及其启示----已下载\n",
      "智能司法模式理论建构----已下载\n",
      "智能教育:体系框架、核心技术平台构建与实施策略----已下载\n",
      "“智适应”理论与实践——第三届人工智能和自适应教育国际大会综述----已下载\n",
      "人工智能写作与文学新变----已下载\n",
      "智能时代图书编辑能力提升路径思考----已下载\n",
      "基于改进离散人工蜂群算法的同类机调度优化----已下载\n",
      "人工智能与人的智能----已下载\n",
      "生产工艺学批判:人工智能革命的科学社会主义分析框架----已下载\n",
      "关于深度学习的误解与澄清----已下载\n",
      "智能机器外观形象的伦理问题——从拟人化到环境假设的道德图像----已下载\n",
      "联合国CCW框架下致命性自主武器系统军控辩争的焦点与趋势----已下载\n",
      "人工智能时代的道德:让算法遵循“善法”----已下载\n",
      "人工智能“合乎伦理设计”的实现路径探析----已下载\n",
      "当代哲学研究面临的困境、挑战和主要问题----已下载\n",
      "机器自动口语测试的信度和效度研究——以MyET口语测试系统为例----已下载\n",
      "人工智能时代政党的政治安全:风险、治理与启示----已下载\n",
      "人工智能时代的西方政党政治:机遇、发展与困境----已下载\n",
      "论人工智能时代的终身学习意蕴----已下载\n",
      "大数据与人机对话:语必在言的集合里选取----已下载\n",
      "构建以接受性为核心的人工智能伦理----已下载\n",
      "人工智能的社会治理:构建公众从 “被负责任”到 “负责任”的 理论通道----已下载\n",
      "文化奇点:人工智能革命的生产工艺学批判----已下载\n",
      "人工智能:图书馆应用架构和服务模式的重塑----已下载\n",
      "人工智能领域关键技术挖掘分析----已下载\n",
      "论智能时代的人—机合作式学习----已下载\n",
      "人工智能时代的翻译人才培养:挑战与机遇----已下载\n",
      "人工智能的马克思主义解读----已下载\n",
      "蛋白质工程：从定向进化到计算设计----已下载\n",
      "人工智能技术在产品交互设计中的应用----已下载\n",
      "人工智能之于人的存在论变革及反思----已下载\n",
      "人工智能技术在孤独症谱系障碍儿童认知及社会功能康复中的应用进展----已下载\n",
      "从智能科学到智能制造----已下载\n",
      "串行晶体学数据筛选算法研究----已下载\n",
      "人工智能在医疗领域的应用现状及发展前景----已下载\n",
      "人工智能视域下的分工与人的全面发展——对马克思分工理论的思考----已下载\n",
      "人工智能赋能教育出版的机制特征与创新应用----已下载\n",
      "人工智能翻译与“世界文学”----已下载\n",
      "任重道远:人工智能教育应用的困境与突破----已下载\n",
      "国外教育人工智能的研究热点、趋势和启示----已下载\n",
      "人工智能是适格的刑事责任主体吗?----已下载\n",
      "为机器立心：智能时代教育的人文使命----已下载\n",
      "人工智能时代高校人才培养变革的思考----已下载\n",
      "基于精神影像和人工智能的抑郁症客观生物学标志物研究进展----已下载\n",
      "人工智能模仿:新模仿美学的起点----已下载\n",
      "对人工智能电影几个关键问题的再思考----已下载\n",
      "人工智能挑战的马克思主义美学应对——审美与生产器官之工艺学批判----已下载\n",
      "人工智能时代的刑事责任体系不必重构----已下载\n",
      "增强与克制:智媒时代的新生产力----已下载\n",
      "检验医学在亚健康诊疗中的应用展望----已下载\n",
      "文艺与政治、经济、技术:七十年文论问题域的演进----已下载\n",
      "人工智能时代的高等教育与变革----已下载\n",
      "卷积神经网络在辅助胸部数字X线图像质量控制工作的应用价值----已下载\n",
      "人工智能视野下的教学重构----已下载\n",
      "“人工智能+”视域下的教育知识图谱:内涵、技术框架与应用研究----已下载\n",
      "基于面部表情的学习者情绪自动识别研究——适切性、现状、现存问题和提升路径----已下载\n",
      "人工智能:技术、文化与叙事----已下载\n",
      "人工智能时代假新闻的“共谋”及其规避路径----已下载\n",
      "法律位格、法律主体与人工智能的法律地位----已下载\n",
      "论人工智能深度学习中著作权的合理使用----已下载\n",
      "人工智能驱动下的众包翻译技术架构展望----已下载\n",
      "全球善智与全球合智:人工智能全球治理的未来----已下载\n",
      "人工智能生成发明的专利法之问----已下载\n",
      "智能教育时代下人工智能伦理的内涵与建构原则----已下载\n",
      "从“NSTC规划”到“CSIS规划”:美国人工智能赋能教育的颠覆与创新----已下载\n",
      "创造智能道德机器的伦理困境及其破解策略----已下载\n",
      "人工智能悲观主义批判----已下载\n",
      "基于机器学习模型的短期降雨多模式集成预报----已下载\n",
      "心智的生命观及其对人工智能奇点论的批判----已下载\n",
      "人工智能与因果推断——兼论奇点问题----已下载\n",
      "人工智能法律规制的价值取向与逻辑前提——在替代人类与增强人类之间----已下载\n",
      "人工智能、情感机器与“情智悖论”----已下载\n",
      "人工智能时代“用心”思考的价值----已下载\n",
      "思想政治教育有效利用人工智能的分析----已下载\n",
      "人机关系与信息传播变革----已下载\n",
      "《资本论》的机器观对理解人工智能应用的多重启示----已下载\n",
      "基于机器视觉的割草机导航系统研究----已下载\n",
      "人工智能催生“无用阶级”吗?——赫拉利“无用阶级”断想引发的哲学审度----已下载\n",
      "传媒视点----已下载\n",
      "人工智能伦理研究的知识图谱分析----已下载\n",
      "诉讼服务中心的功能定位与运作逻辑研究----已下载\n",
      "人工智能时代我国政府开放应急管理数据的应用研究----已下载\n",
      "人工智能机器具有道德主体地位吗?----已下载\n",
      "智能时代传播内容的生产建设与运营----已下载\n",
      "人工智能“机器换人”问题重构——一种马克思主义哲学的解释与介入路径----已下载\n",
      "人机合智:机器智能和人类智能的未来相处之道----已下载\n",
      "当机器成为艺术生产主体:人工智能引发文论生产工艺学转向----已下载\n",
      "美国的版权犯罪刑罚制度及对我国的启示——兼论人工智能时代我国的量刑规范化改革----已下载\n"
     ]
    }
   ],
   "source": [
    "# 从已经有的表格中直接提取pdf下载链接进行下载\n",
    "data = pd.read_excel(\"CNKI.xlsx\")\n",
    "base = \"https://kns.cnki.net/\"\n",
    "count = 0\n",
    "end_count = 500\n",
    "title_list = data[\"篇名\"].to_list()[count:end_count]\n",
    "download_url_list = data[\"PDF下载链接\"].to_list()[count:end_count]\n",
    "for title,download_url in zip(title_list,download_url_list):\n",
    "    try:\n",
    "        driver.get(download_url)\n",
    "        time.sleep(2)\n",
    "        if driver.find_element_by_xpath('//*[@id=\"vImg\"]'):\n",
    "            time.sleep(2)\n",
    "            driver.save_screenshot('image.png')\n",
    "            img = driver.find_element_by_xpath('//*[@id=\"vImg\"]')\n",
    "            \n",
    "            left = img.location['x']+180\n",
    "            top = img.location['y']+130\n",
    "            right = img.location['x'] + img.size['width']+290\n",
    "            bottom = img.location['y'] + img.size['height']+160\n",
    "            \n",
    "            photo = Image.open('image.png')\n",
    "            photo = photo.crop((left, top, right, bottom))\n",
    "            photo.save('iamge.png')\n",
    "            img_path = \"C:/Users/one/Desktop/CNKI-web/final/image.png\"\n",
    "            result = base64_api(uname='SUP',pwd='Saberaimer99',img=img_path,typeid=3)\n",
    "            print(\"验证码识别：\",result) # 识别出的验证码\n",
    "            driver.find_element_by_id('vcode').send_keys(result) # 将验证码填入\n",
    "            time.sleep(0.5)\n",
    "            driver.find_element_by_xpath('/html/body/div/form/dl/dd/button').click() # 点击提交进行下载\n",
    "    except:\n",
    "        print(f'{title}----已下载')\n",
    "        continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "animated-musician",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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